BibTeX records: Karl Tuyls

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@article{DBLP:journals/corr/abs-2402-01704,
  author       = {Ian Gemp and
                  Yoram Bachrach and
                  Marc Lanctot and
                  Roma Patel and
                  Vibhavari Dasagi and
                  Luke Marris and
                  Georgios Piliouras and
                  Siqi Liu and
                  Karl Tuyls},
  title        = {States as Strings as Strategies: Steering Language Models with Game-Theoretic
                  Solvers},
  journal      = {CoRR},
  volume       = {abs/2402.01704},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.01704},
  doi          = {10.48550/ARXIV.2402.01704},
  eprinttype    = {arXiv},
  eprint       = {2402.01704},
  timestamp    = {Fri, 09 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-01704.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-04018,
  author       = {Michael P. Wellman and
                  Karl Tuyls and
                  Amy Greenwald},
  title        = {Empirical Game-Theoretic Analysis: {A} Survey},
  journal      = {CoRR},
  volume       = {abs/2403.04018},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.04018},
  doi          = {10.48550/ARXIV.2403.04018},
  eprinttype    = {arXiv},
  eprint       = {2403.04018},
  timestamp    = {Wed, 03 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-04018.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/Tuyls23,
  author       = {Karl Tuyls},
  editor       = {Noa Agmon and
                  Bo An and
                  Alessandro Ricci and
                  William Yeoh},
  title        = {Multiagent Learning: From Fundamentals to Foundation Models},
  booktitle    = {Proceedings of the 2023 International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} 2023, London, United Kingdom, 29 May
                  2023 - 2 June 2023},
  pages        = {1},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://dl.acm.org/doi/10.5555/3545946.3598608},
  doi          = {10.5555/3545946.3598608},
  timestamp    = {Tue, 23 May 2023 14:27:14 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/Tuyls23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BauerBBBBCCCDGG23,
  author       = {Jakob Bauer and
                  Kate Baumli and
                  Feryal M. P. Behbahani and
                  Avishkar Bhoopchand and
                  Nathalie Bradley{-}Schmieg and
                  Michael Chang and
                  Natalie Clay and
                  Adrian Collister and
                  Vibhavari Dasagi and
                  Lucy Gonzalez and
                  Karol Gregor and
                  Edward Hughes and
                  Sheleem Kashem and
                  Maria Loks{-}Thompson and
                  Hannah Openshaw and
                  Jack Parker{-}Holder and
                  Shreya Pathak and
                  Nicolas Perez Nieves and
                  Nemanja Rakicevic and
                  Tim Rockt{\"{a}}schel and
                  Yannick Schroecker and
                  Satinder Singh and
                  Jakub Sygnowski and
                  Karl Tuyls and
                  Sarah York and
                  Alexander Zacherl and
                  Lei M. Zhang},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Human-Timescale Adaptation in an Open-Ended Task Space},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {1887--1935},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/bauer23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BauerBBBBCCCDGG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-04462,
  author       = {Mark Rowland and
                  R{\'{e}}mi Munos and
                  Mohammad Gheshlaghi Azar and
                  Yunhao Tang and
                  Georg Ostrovski and
                  Anna Harutyunyan and
                  Karl Tuyls and
                  Marc G. Bellemare and
                  Will Dabney},
  title        = {An Analysis of Quantile Temporal-Difference Learning},
  journal      = {CoRR},
  volume       = {abs/2301.04462},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.04462},
  doi          = {10.48550/ARXIV.2301.04462},
  eprinttype    = {arXiv},
  eprint       = {2301.04462},
  timestamp    = {Thu, 19 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-04462.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-07608,
  author       = {Adaptive Agent Team and
                  Jakob Bauer and
                  Kate Baumli and
                  Satinder Baveja and
                  Feryal M. P. Behbahani and
                  Avishkar Bhoopchand and
                  Nathalie Bradley{-}Schmieg and
                  Michael Chang and
                  Natalie Clay and
                  Adrian Collister and
                  Vibhavari Dasagi and
                  Lucy Gonzalez and
                  Karol Gregor and
                  Edward Hughes and
                  Sheleem Kashem and
                  Maria Loks{-}Thompson and
                  Hannah Openshaw and
                  Jack Parker{-}Holder and
                  Shreya Pathak and
                  Nicolas Perez Nieves and
                  Nemanja Rakicevic and
                  Tim Rockt{\"{a}}schel and
                  Yannick Schroecker and
                  Jakub Sygnowski and
                  Karl Tuyls and
                  Sarah York and
                  Alexander Zacherl and
                  Lei Zhang},
  title        = {Human-Timescale Adaptation in an Open-Ended Task Space},
  journal      = {CoRR},
  volume       = {abs/2301.07608},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.07608},
  doi          = {10.48550/ARXIV.2301.07608},
  eprinttype    = {arXiv},
  eprint       = {2301.07608},
  timestamp    = {Wed, 07 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-07608.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-00768,
  author       = {Udari Madhushani and
                  Kevin R. McKee and
                  John P. Agapiou and
                  Joel Z. Leibo and
                  Richard Everett and
                  Thomas W. Anthony and
                  Edward Hughes and
                  Karl Tuyls and
                  Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n},
  title        = {Heterogeneous Social Value Orientation Leads to Meaningful Diversity
                  in Sequential Social Dilemmas},
  journal      = {CoRR},
  volume       = {abs/2305.00768},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.00768},
  doi          = {10.48550/ARXIV.2305.00768},
  eprinttype    = {arXiv},
  eprint       = {2305.00768},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-00768.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-10553,
  author       = {Zhe Wang and
                  Petar Velickovic and
                  Daniel Hennes and
                  Nenad Tomasev and
                  Laurel Prince and
                  Michael Kaisers and
                  Yoram Bachrach and
                  Romuald Elie and
                  Li Kevin Wenliang and
                  Federico Piccinini and
                  William Spearman and
                  Ian Graham and
                  Jerome T. Connor and
                  Yi Yang and
                  Adri{\`{a}} Recasens and
                  Mina Khan and
                  Nathalie Beauguerlange and
                  Pablo Sprechmann and
                  Pol Moreno and
                  Nicolas Heess and
                  Michael Bowling and
                  Demis Hassabis and
                  Karl Tuyls},
  title        = {TacticAI: an {AI} assistant for football tactics},
  journal      = {CoRR},
  volume       = {abs/2310.10553},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.10553},
  doi          = {10.48550/ARXIV.2310.10553},
  eprinttype    = {arXiv},
  eprint       = {2310.10553},
  timestamp    = {Wed, 25 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-10553.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-14526,
  author       = {Yunfan Zhao and
                  Nikhil Behari and
                  Edward Hughes and
                  Edwin Zhang and
                  Dheeraj Nagaraj and
                  Karl Tuyls and
                  Aparna Taneja and
                  Milind Tambe},
  title        = {Towards Zero Shot Learning in Restless Multi-armed Bandits},
  journal      = {CoRR},
  volume       = {abs/2310.14526},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.14526},
  doi          = {10.48550/ARXIV.2310.14526},
  eprinttype    = {arXiv},
  eprint       = {2310.14526},
  timestamp    = {Mon, 30 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-14526.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aicom/GempABBBCDVDEEH22,
  author       = {Ian Gemp and
                  Thomas W. Anthony and
                  Yoram Bachrach and
                  Avishkar Bhoopchand and
                  Kalesha Bullard and
                  Jerome T. Connor and
                  Vibhavari Dasagi and
                  Bart De Vylder and
                  Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n and
                  Romuald Elie and
                  Richard Everett and
                  Daniel Hennes and
                  Edward Hughes and
                  Mina Khan and
                  Marc Lanctot and
                  Kate Larson and
                  Guy Lever and
                  Siqi Liu and
                  Luke Marris and
                  Kevin R. McKee and
                  Paul Muller and
                  Julien P{\'{e}}rolat and
                  Florian Strub and
                  Andrea Tacchetti and
                  Eugene Tarassov and
                  Zhe Wang and
                  Karl Tuyls},
  title        = {Developing, evaluating and scaling learning agents in multi-agent
                  environments},
  journal      = {{AI} Commun.},
  volume       = {35},
  number       = {4},
  pages        = {271--284},
  year         = {2022},
  url          = {https://doi.org/10.3233/AIC-220113},
  doi          = {10.3233/AIC-220113},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aicom/GempABBBCDVDEEH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/PiliourasROEHCT22,
  author       = {Georgios Piliouras and
                  Mark Rowland and
                  Shayegan Omidshafiei and
                  Romuald Elie and
                  Daniel Hennes and
                  Jerome T. Connor and
                  Karl Tuyls},
  title        = {Evolutionary Dynamics and Phi-Regret Minimization in Games},
  journal      = {J. Artif. Intell. Res.},
  volume       = {74},
  pages        = {1125--1158},
  year         = {2022},
  url          = {https://doi.org/10.1613/jair.1.13187},
  doi          = {10.1613/JAIR.1.13187},
  timestamp    = {Mon, 25 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jair/PiliourasROEHCT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/scirobotics/LiuLWMEHCTOASHM22,
  author       = {Siqi Liu and
                  Guy Lever and
                  Zhe Wang and
                  Josh Merel and
                  S. M. Ali Eslami and
                  Daniel Hennes and
                  Wojciech M. Czarnecki and
                  Yuval Tassa and
                  Shayegan Omidshafiei and
                  Abbas Abdolmaleki and
                  Noah Y. Siegel and
                  Leonard Hasenclever and
                  Luke Marris and
                  Saran Tunyasuvunakool and
                  H. Francis Song and
                  Markus Wulfmeier and
                  Paul Muller and
                  Tuomas Haarnoja and
                  Brendan D. Tracey and
                  Karl Tuyls and
                  Thore Graepel and
                  Nicolas Heess},
  title        = {From motor control to team play in simulated humanoid football},
  journal      = {Sci. Robotics},
  volume       = {7},
  number       = {69},
  year         = {2022},
  url          = {https://doi.org/10.1126/scirobotics.abo0235},
  doi          = {10.1126/SCIROBOTICS.ABO0235},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/scirobotics/LiuLWMEHCTOASHM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/MullerREPPLMPT22,
  author       = {Paul Muller and
                  Mark Rowland and
                  Romuald Elie and
                  Georgios Piliouras and
                  Julien P{\'{e}}rolat and
                  Mathieu Lauri{\`{e}}re and
                  Rapha{\"{e}}l Marinier and
                  Olivier Pietquin and
                  Karl Tuyls},
  editor       = {Piotr Faliszewski and
                  Viviana Mascardi and
                  Catherine Pelachaud and
                  Matthew E. Taylor},
  title        = {Learning Equilibria in Mean-Field Games: Introducing Mean-Field {PSRO}},
  booktitle    = {21st International Conference on Autonomous Agents and Multiagent
                  Systems, {AAMAS} 2022, Auckland, New Zealand, May 9-13, 2022},
  pages        = {926--934},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  {(IFAAMAS)}},
  year         = {2022},
  url          = {https://www.ifaamas.org/Proceedings/aamas2022/pdfs/p926.pdf},
  doi          = {10.5555/3535850.3535954},
  timestamp    = {Mon, 18 Jul 2022 17:13:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/MullerREPPLMPT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/PerolatPELPGTP22,
  author       = {Julien P{\'{e}}rolat and
                  Sarah Perrin and
                  Romuald Elie and
                  Mathieu Lauri{\`{e}}re and
                  Georgios Piliouras and
                  Matthieu Geist and
                  Karl Tuyls and
                  Olivier Pietquin},
  editor       = {Piotr Faliszewski and
                  Viviana Mascardi and
                  Catherine Pelachaud and
                  Matthew E. Taylor},
  title        = {Scaling Mean Field Games by Online Mirror Descent},
  booktitle    = {21st International Conference on Autonomous Agents and Multiagent
                  Systems, {AAMAS} 2022, Auckland, New Zealand, May 9-13, 2022},
  pages        = {1028--1037},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  {(IFAAMAS)}},
  year         = {2022},
  url          = {https://www.ifaamas.org/Proceedings/aamas2022/pdfs/p1028.pdf},
  doi          = {10.5555/3535850.3535965},
  timestamp    = {Mon, 18 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/PerolatPELPGTP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MarrisG0TLT22,
  author       = {Luke Marris and
                  Ian Gemp and
                  Thomas Anthony and
                  Andrea Tacchetti and
                  Siqi Liu and
                  Karl Tuyls},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Turbocharging Solution Concepts: Solving NEs, CEs and CCEs with Neural
                  Equilibrium Solvers},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/24f420aa4c99642dbb9aae18b166bbbc-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MarrisG0TLT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ppsn/ButterworthST22,
  author       = {James Butterworth and
                  Rahul Savani and
                  Karl Tuyls},
  editor       = {G{\"{u}}nter Rudolph and
                  Anna V. Kononova and
                  Hern{\'{a}}n E. Aguirre and
                  Pascal Kerschke and
                  Gabriela Ochoa and
                  Tea Tusar},
  title        = {Generative Models over Neural Controllers for Transfer Learning},
  booktitle    = {Parallel Problem Solving from Nature - {PPSN} {XVII} - 17th International
                  Conference, {PPSN} 2022, Dortmund, Germany, September 10-14, 2022,
                  Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13398},
  pages        = {400--413},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-14714-2\_28},
  doi          = {10.1007/978-3-031-14714-2\_28},
  timestamp    = {Thu, 25 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ppsn/ButterworthST22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-15378,
  author       = {Julien P{\'{e}}rolat and
                  Bart De Vylder and
                  Daniel Hennes and
                  Eugene Tarassov and
                  Florian Strub and
                  Vincent de Boer and
                  Paul Muller and
                  Jerome T. Connor and
                  Neil Burch and
                  Thomas W. Anthony and
                  Stephen McAleer and
                  Romuald Elie and
                  Sarah H. Cen and
                  Zhe Wang and
                  Audrunas Gruslys and
                  Aleksandra Malysheva and
                  Mina Khan and
                  Sherjil Ozair and
                  Finbarr Timbers and
                  Toby Pohlen and
                  Tom Eccles and
                  Mark Rowland and
                  Marc Lanctot and
                  Jean{-}Baptiste Lespiau and
                  Bilal Piot and
                  Shayegan Omidshafiei and
                  Edward Lockhart and
                  Laurent Sifre and
                  Nathalie Beauguerlange and
                  R{\'{e}}mi Munos and
                  David Silver and
                  Satinder Singh and
                  Demis Hassabis and
                  Karl Tuyls},
  title        = {Mastering the Game of Stratego with Model-Free Multiagent Reinforcement
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2206.15378},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.15378},
  doi          = {10.48550/ARXIV.2206.15378},
  eprinttype    = {arXiv},
  eprint       = {2206.15378},
  timestamp    = {Wed, 28 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-15378.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-10138,
  author       = {Paul Muller and
                  Romuald Elie and
                  Mark Rowland and
                  Mathieu Lauri{\`{e}}re and
                  Julien P{\'{e}}rolat and
                  Sarah Perrin and
                  Matthieu Geist and
                  Georgios Piliouras and
                  Olivier Pietquin and
                  Karl Tuyls},
  title        = {Learning Correlated Equilibria in Mean-Field Games},
  journal      = {CoRR},
  volume       = {abs/2208.10138},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2208.10138},
  doi          = {10.48550/ARXIV.2208.10138},
  eprinttype    = {arXiv},
  eprint       = {2208.10138},
  timestamp    = {Mon, 29 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2208-10138.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-10958,
  author       = {Ian Gemp and
                  Thomas W. Anthony and
                  Yoram Bachrach and
                  Avishkar Bhoopchand and
                  Kalesha Bullard and
                  Jerome T. Connor and
                  Vibhavari Dasagi and
                  Bart De Vylder and
                  Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n and
                  Romuald Elie and
                  Richard Everett and
                  Daniel Hennes and
                  Edward Hughes and
                  Mina Khan and
                  Marc Lanctot and
                  Kate Larson and
                  Guy Lever and
                  Siqi Liu and
                  Luke Marris and
                  Kevin R. McKee and
                  Paul Muller and
                  Julien P{\'{e}}rolat and
                  Florian Strub and
                  Andrea Tacchetti and
                  Eugene Tarassov and
                  Zhe Wang and
                  Karl Tuyls},
  title        = {Developing, Evaluating and Scaling Learning Agents in Multi-Agent
                  Environments},
  journal      = {CoRR},
  volume       = {abs/2209.10958},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.10958},
  doi          = {10.48550/ARXIV.2209.10958},
  eprinttype    = {arXiv},
  eprint       = {2209.10958},
  timestamp    = {Fri, 06 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-10958.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-02205,
  author       = {Luke Marris and
                  Marc Lanctot and
                  Ian Gemp and
                  Shayegan Omidshafiei and
                  Stephen McAleer and
                  Jerome T. Connor and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {Game Theoretic Rating in N-player general-sum games with Equilibria},
  journal      = {CoRR},
  volume       = {abs/2210.02205},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.02205},
  doi          = {10.48550/ARXIV.2210.02205},
  eprinttype    = {arXiv},
  eprint       = {2210.02205},
  timestamp    = {Fri, 07 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-02205.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-09257,
  author       = {Luke Marris and
                  Ian Gemp and
                  Thomas W. Anthony and
                  Andrea Tacchetti and
                  Siqi Liu and
                  Karl Tuyls},
  title        = {Turbocharging Solution Concepts: Solving NEs, CEs and CCEs with Neural
                  Equilibrium Solvers},
  journal      = {CoRR},
  volume       = {abs/2210.09257},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.09257},
  doi          = {10.48550/ARXIV.2210.09257},
  eprinttype    = {arXiv},
  eprint       = {2210.09257},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-09257.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/TuylsOMWCHGSWSL21,
  author       = {Karl Tuyls and
                  Shayegan Omidshafiei and
                  Paul Muller and
                  Zhe Wang and
                  Jerome T. Connor and
                  Daniel Hennes and
                  Ian Graham and
                  William Spearman and
                  Tim Waskett and
                  Dafydd Steele and
                  Pauline Luc and
                  Adri{\`{a}} Recasens and
                  Alexandre Galashov and
                  Gregory Thornton and
                  Romuald Elie and
                  Pablo Sprechmann and
                  Pol Moreno and
                  Kris Cao and
                  Marta Garnelo and
                  Praneet Dutta and
                  Michal Valko and
                  Nicolas Heess and
                  Alex Bridgland and
                  Julien P{\'{e}}rolat and
                  Bart De Vylder and
                  S. M. Ali Eslami and
                  Mark Rowland and
                  Andrew Jaegle and
                  R{\'{e}}mi Munos and
                  Trevor Back and
                  Razia Ahamed and
                  Simon Bouton and
                  Nathalie Beauguerlange and
                  Jackson Broshear and
                  Thore Graepel and
                  Demis Hassabis},
  title        = {Game Plan: What {AI} can do for Football, and What Football can do
                  for {AI}},
  journal      = {J. Artif. Intell. Res.},
  volume       = {71},
  pages        = {41--88},
  year         = {2021},
  url          = {https://doi.org/10.1613/jair.1.12505},
  doi          = {10.1613/JAIR.1.12505},
  timestamp    = {Fri, 11 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jair/TuylsOMWCHGSWSL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MarrisMLTG21,
  author       = {Luke Marris and
                  Paul Muller and
                  Marc Lanctot and
                  Karl Tuyls and
                  Thore Graepel},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {7480--7491},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/marris21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MarrisMLTG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PerolatMLOROBAB21,
  author       = {Julien P{\'{e}}rolat and
                  R{\'{e}}mi Munos and
                  Jean{-}Baptiste Lespiau and
                  Shayegan Omidshafiei and
                  Mark Rowland and
                  Pedro A. Ortega and
                  Neil Burch and
                  Thomas W. Anthony and
                  David Balduzzi and
                  Bart De Vylder and
                  Georgios Piliouras and
                  Marc Lanctot and
                  Karl Tuyls},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {From Poincar{\'{e}} Recurrence to Convergence in Imperfect Information
                  Games: Finding Equilibrium via Regularization},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {8525--8535},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/perolat21a.html},
  timestamp    = {Wed, 28 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/PerolatMLOROBAB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-00623,
  author       = {Julien P{\'{e}}rolat and
                  Sarah Perrin and
                  Romuald Elie and
                  Mathieu Lauri{\`{e}}re and
                  Georgios Piliouras and
                  Matthieu Geist and
                  Karl Tuyls and
                  Olivier Pietquin},
  title        = {Scaling up Mean Field Games with Online Mirror Descent},
  journal      = {CoRR},
  volume       = {abs/2103.00623},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.00623},
  eprinttype    = {arXiv},
  eprint       = {2103.00623},
  timestamp    = {Thu, 04 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-00623.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-12196,
  author       = {Siqi Liu and
                  Guy Lever and
                  Zhe Wang and
                  Josh Merel and
                  S. M. Ali Eslami and
                  Daniel Hennes and
                  Wojciech M. Czarnecki and
                  Yuval Tassa and
                  Shayegan Omidshafiei and
                  Abbas Abdolmaleki and
                  Noah Y. Siegel and
                  Leonard Hasenclever and
                  Luke Marris and
                  Saran Tunyasuvunakool and
                  H. Francis Song and
                  Markus Wulfmeier and
                  Paul Muller and
                  Tuomas Haarnoja and
                  Brendan D. Tracey and
                  Karl Tuyls and
                  Thore Graepel and
                  Nicolas Heess},
  title        = {From Motor Control to Team Play in Simulated Humanoid Football},
  journal      = {CoRR},
  volume       = {abs/2105.12196},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.12196},
  eprinttype    = {arXiv},
  eprint       = {2105.12196},
  timestamp    = {Thu, 11 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-12196.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-04219,
  author       = {Shayegan Omidshafiei and
                  Daniel Hennes and
                  Marta Garnelo and
                  Eugene Tarassov and
                  Zhe Wang and
                  Romuald Elie and
                  Jerome T. Connor and
                  Paul Muller and
                  Ian Graham and
                  William Spearman and
                  Karl Tuyls},
  title        = {Time-series Imputation of Temporally-occluded Multiagent Trajectories},
  journal      = {CoRR},
  volume       = {abs/2106.04219},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.04219},
  eprinttype    = {arXiv},
  eprint       = {2106.04219},
  timestamp    = {Fri, 11 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-04219.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-09435,
  author       = {Luke Marris and
                  Paul Muller and
                  Marc Lanctot and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers},
  journal      = {CoRR},
  volume       = {abs/2106.09435},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.09435},
  eprinttype    = {arXiv},
  eprint       = {2106.09435},
  timestamp    = {Tue, 29 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-09435.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-14668,
  author       = {Georgios Piliouras and
                  Mark Rowland and
                  Shayegan Omidshafiei and
                  Romuald Elie and
                  Daniel Hennes and
                  Jerome T. Connor and
                  Karl Tuyls},
  title        = {Evolutionary Dynamics and {\(\Phi\)}-Regret Minimization in Games},
  journal      = {CoRR},
  volume       = {abs/2106.14668},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.14668},
  eprinttype    = {arXiv},
  eprint       = {2106.14668},
  timestamp    = {Wed, 30 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-14668.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-11404,
  author       = {Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n and
                  Kevin R. McKee and
                  Yiran Mao and
                  Ben Coppin and
                  Silvia Chiappa and
                  Alexander Sasha Vezhnevets and
                  Michiel A. Bakker and
                  Yoram Bachrach and
                  Suzanne Sadedin and
                  William Isaac and
                  Karl Tuyls and
                  Joel Z. Leibo},
  title        = {Statistical discrimination in learning agents},
  journal      = {CoRR},
  volume       = {abs/2110.11404},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.11404},
  eprinttype    = {arXiv},
  eprint       = {2110.11404},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-11404.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-08350,
  author       = {Paul Muller and
                  Mark Rowland and
                  Romuald Elie and
                  Georgios Piliouras and
                  Julien P{\'{e}}rolat and
                  Mathieu Lauri{\`{e}}re and
                  Rapha{\"{e}}l Marinier and
                  Olivier Pietquin and
                  Karl Tuyls},
  title        = {Learning Equilibria in Mean-Field Games: Introducing Mean-Field {PSRO}},
  journal      = {CoRR},
  volume       = {abs/2111.08350},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.08350},
  eprinttype    = {arXiv},
  eprint       = {2111.08350},
  timestamp    = {Mon, 22 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-08350.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/TuylsPLHELSG20,
  author       = {Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Marc Lanctot and
                  Edward Hughes and
                  Richard Everett and
                  Joel Z. Leibo and
                  Csaba Szepesv{\'{a}}ri and
                  Thore Graepel},
  title        = {Bounds and dynamics for empirical game theoretic analysis},
  journal      = {Auton. Agents Multi Agent Syst.},
  volume       = {34},
  number       = {1},
  pages        = {7},
  year         = {2020},
  url          = {https://doi.org/10.1007/s10458-019-09432-y},
  doi          = {10.1007/S10458-019-09432-Y},
  timestamp    = {Fri, 09 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aamas/TuylsPLHELSG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/HennesMOMPLGLPD20,
  author       = {Daniel Hennes and
                  Dustin Morrill and
                  Shayegan Omidshafiei and
                  R{\'{e}}mi Munos and
                  Julien P{\'{e}}rolat and
                  Marc Lanctot and
                  Audrunas Gruslys and
                  Jean{-}Baptiste Lespiau and
                  Paavo Parmas and
                  Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n and
                  Karl Tuyls},
  editor       = {Amal El Fallah Seghrouchni and
                  Gita Sukthankar and
                  Bo An and
                  Neil Yorke{-}Smith},
  title        = {Neural Replicator Dynamics: Multiagent Learning via Hedging Policy
                  Gradients},
  booktitle    = {Proceedings of the 19th International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} '20, Auckland, New Zealand, May 9-13,
                  2020},
  pages        = {492--501},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems},
  year         = {2020},
  url          = {https://dl.acm.org/doi/10.5555/3398761.3398822},
  doi          = {10.5555/3398761.3398822},
  timestamp    = {Tue, 26 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/HennesMOMPLGLPD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/PalmerSSTFF20,
  author       = {Gregory Palmer and
                  Benjamin Schnieders and
                  Rahul Savani and
                  Karl Tuyls and
                  Joscha{-}David Fossel and
                  Harry Flore},
  editor       = {Giuseppe De Giacomo and
                  Alejandro Catal{\'{a}} and
                  Bistra Dilkina and
                  Michela Milano and
                  Sen{\'{e}}n Barro and
                  Alberto Bugar{\'{\i}}n and
                  J{\'{e}}r{\^{o}}me Lang},
  title        = {The Automated Inspection of Opaque Liquid Vaccines},
  booktitle    = {{ECAI} 2020 - 24th European Conference on Artificial Intelligence,
                  29 August-8 September 2020, Santiago de Compostela, Spain, August
                  29 - September 8, 2020 - Including 10th Conference on Prestigious
                  Applications of Artificial Intelligence {(PAIS} 2020)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {325},
  pages        = {1898--1905},
  publisher    = {{IOS} Press},
  year         = {2020},
  url          = {https://doi.org/10.3233/FAIA200307},
  doi          = {10.3233/FAIA200307},
  timestamp    = {Fri, 09 Apr 2021 18:50:05 +0200},
  biburl       = {https://dblp.org/rec/conf/ecai/PalmerSSTFF20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MullerORTPLHMLH20,
  author       = {Paul Muller and
                  Shayegan Omidshafiei and
                  Mark Rowland and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Siqi Liu and
                  Daniel Hennes and
                  Luke Marris and
                  Marc Lanctot and
                  Edward Hughes and
                  Zhe Wang and
                  Guy Lever and
                  Nicolas Heess and
                  Thore Graepel and
                  R{\'{e}}mi Munos},
  title        = {A Generalized Training Approach for Multiagent Learning},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=Bkl5kxrKDr},
  timestamp    = {Thu, 11 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/MullerORTPLHMLH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MunosPLRVLTHOGA20,
  author       = {R{\'{e}}mi Munos and
                  Julien P{\'{e}}rolat and
                  Jean{-}Baptiste Lespiau and
                  Mark Rowland and
                  Bart De Vylder and
                  Marc Lanctot and
                  Finbarr Timbers and
                  Daniel Hennes and
                  Shayegan Omidshafiei and
                  Audrunas Gruslys and
                  Mohammad Gheshlaghi Azar and
                  Edward Lockhart and
                  Karl Tuyls},
  title        = {Fast computation of Nash Equilibria in Imperfect Information Games},
  booktitle    = {Proceedings of the 37th International Conference on Machine Learning,
                  {ICML} 2020, 13-18 July 2020, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {119},
  pages        = {7119--7129},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v119/munos20a.html},
  timestamp    = {Tue, 15 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/MunosPLRVLTHOGA20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CzarneckiGTTOBJ20,
  author       = {Wojciech M. Czarnecki and
                  Gauthier Gidel and
                  Brendan D. Tracey and
                  Karl Tuyls and
                  Shayegan Omidshafiei and
                  David Balduzzi and
                  Max Jaderberg},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Real World Games Look Like Spinning Tops},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/ca172e964907a97d5ebd876bfdd4adbd-Abstract.html},
  timestamp    = {Tue, 01 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/CzarneckiGTTOBJ20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-08456,
  author       = {Julien P{\'{e}}rolat and
                  R{\'{e}}mi Munos and
                  Jean{-}Baptiste Lespiau and
                  Shayegan Omidshafiei and
                  Mark Rowland and
                  Pedro A. Ortega and
                  Neil Burch and
                  Thomas W. Anthony and
                  David Balduzzi and
                  Bart De Vylder and
                  Georgios Piliouras and
                  Marc Lanctot and
                  Karl Tuyls},
  title        = {From Poincar{\'{e}} Recurrence to Convergence in Imperfect Information
                  Games: Finding Equilibrium via Regularization},
  journal      = {CoRR},
  volume       = {abs/2002.08456},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.08456},
  eprinttype    = {arXiv},
  eprint       = {2002.08456},
  timestamp    = {Wed, 28 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-08456.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-09406,
  author       = {Gregory Palmer and
                  Benjamin Schnieders and
                  Rahul Savani and
                  Karl Tuyls and
                  Joscha{-}David Fossel and
                  Harry Flore},
  title        = {The Automated Inspection of Opaque Liquid Vaccines},
  journal      = {CoRR},
  volume       = {abs/2002.09406},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.09406},
  eprinttype    = {arXiv},
  eprint       = {2002.09406},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-09406.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-09468,
  author       = {Wojciech Marian Czarnecki and
                  Gauthier Gidel and
                  Brendan D. Tracey and
                  Karl Tuyls and
                  Shayegan Omidshafiei and
                  David Balduzzi and
                  Max Jaderberg},
  title        = {Real World Games Look Like Spinning Tops},
  journal      = {CoRR},
  volume       = {abs/2004.09468},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.09468},
  eprinttype    = {arXiv},
  eprint       = {2004.09468},
  timestamp    = {Tue, 01 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-09468.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-01642,
  author       = {Shayegan Omidshafiei and
                  Karl Tuyls and
                  Wojciech M. Czarnecki and
                  Francisco C. Santos and
                  Mark Rowland and
                  Jerome T. Connor and
                  Daniel Hennes and
                  Paul Muller and
                  Julien P{\'{e}}rolat and
                  Bart De Vylder and
                  Audrunas Gruslys and
                  R{\'{e}}mi Munos},
  title        = {Navigating the Landscape of Games},
  journal      = {CoRR},
  volume       = {abs/2005.01642},
  year         = {2020},
  url          = {https://arxiv.org/abs/2005.01642},
  eprinttype    = {arXiv},
  eprint       = {2005.01642},
  timestamp    = {Fri, 11 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2005-01642.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-12234,
  author       = {Audrunas Gruslys and
                  Marc Lanctot and
                  R{\'{e}}mi Munos and
                  Finbarr Timbers and
                  Martin Schmid and
                  Julien P{\'{e}}rolat and
                  Dustin Morrill and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Jean{-}Baptiste Lespiau and
                  John Schultz and
                  Mohammad Gheshlaghi Azar and
                  Michael Bowling and
                  Karl Tuyls},
  title        = {The Advantage Regret-Matching Actor-Critic},
  journal      = {CoRR},
  volume       = {abs/2008.12234},
  year         = {2020},
  url          = {https://arxiv.org/abs/2008.12234},
  eprinttype    = {arXiv},
  eprint       = {2008.12234},
  timestamp    = {Tue, 15 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2008-12234.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-09192,
  author       = {Karl Tuyls and
                  Shayegan Omidshafiei and
                  Paul Muller and
                  Zhe Wang and
                  Jerome T. Connor and
                  Daniel Hennes and
                  Ian Graham and
                  William Spearman and
                  Tim Waskett and
                  Dafydd Steele and
                  Pauline Luc and
                  Adri{\`{a}} Recasens and
                  Alexandre Galashov and
                  Gregory Thornton and
                  Romuald Elie and
                  Pablo Sprechmann and
                  Pol Moreno and
                  Kris Cao and
                  Marta Garnelo and
                  Praneet Dutta and
                  Michal Valko and
                  Nicolas Heess and
                  Alex Bridgland and
                  Julien P{\'{e}}rolat and
                  Bart De Vylder and
                  S. M. Ali Eslami and
                  Mark Rowland and
                  Andrew Jaegle and
                  R{\'{e}}mi Munos and
                  Trevor Back and
                  Razia Ahamed and
                  Simon Bouton and
                  Nathalie Beauguerlange and
                  Jackson Broshear and
                  Thore Graepel and
                  Demis Hassabis},
  title        = {Game Plan: What {AI} can do for Football, and What Football can do
                  for {AI}},
  journal      = {CoRR},
  volume       = {abs/2011.09192},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.09192},
  eprinttype    = {arXiv},
  eprint       = {2011.09192},
  timestamp    = {Fri, 11 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-09192.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/ZhangLHCTXF19,
  author       = {Chengwei Zhang and
                  Xiaohong Li and
                  Jianye Hao and
                  Siqi Chen and
                  Karl Tuyls and
                  Wanli Xue and
                  Zhiyong Feng},
  title        = {{SA-IGA:} a multiagent reinforcement learning method towards socially
                  optimal outcomes},
  journal      = {Auton. Agents Multi Agent Syst.},
  volume       = {33},
  number       = {4},
  pages        = {403--429},
  year         = {2019},
  url          = {https://doi.org/10.1007/s10458-019-09411-3},
  doi          = {10.1007/S10458-019-09411-3},
  timestamp    = {Wed, 20 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aamas/ZhangLHCTXF19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ida/SahraeiRWT19,
  author       = {Bijan Ranjbar Sahraei and
                  Hossein Rahmani and
                  Gerhard Weiss and
                  Karl Tuyls},
  title        = {Distant supervision of relation extraction in sparse data},
  journal      = {Intell. Data Anal.},
  volume       = {23},
  number       = {5},
  pages        = {1145--1166},
  year         = {2019},
  url          = {https://doi.org/10.3233/IDA-184238},
  doi          = {10.3233/IDA-184238},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ida/SahraeiRWT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LetcherBRMFTG19,
  author       = {Alistair Letcher and
                  David Balduzzi and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  James Martens and
                  Jakob N. Foerster and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {Differentiable Game Mechanics},
  journal      = {J. Mach. Learn. Res.},
  volume       = {20},
  pages        = {84:1--84:40},
  year         = {2019},
  url          = {http://jmlr.org/papers/v20/19-008.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/LetcherBRMFTG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ras/McGuireCT19,
  author       = {Kimberly N. McGuire and
                  Guido C. H. E. de Croon and
                  Karl Tuyls},
  title        = {A comparative study of bug algorithms for robot navigation},
  journal      = {Robotics Auton. Syst.},
  volume       = {121},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.robot.2019.103261},
  doi          = {10.1016/J.ROBOT.2019.103261},
  timestamp    = {Fri, 24 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ras/McGuireCT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/scirobotics/McGuireWTKC19,
  author       = {Kimberly McGuire and
                  Christophe De Wagter and
                  Karl Tuyls and
                  H. J. Kappen and
                  Guido C. H. E. de Croon},
  title        = {Minimal navigation solution for a swarm of tiny flying robots to explore
                  an unknown environment},
  journal      = {Sci. Robotics},
  volume       = {4},
  number       = {35},
  year         = {2019},
  url          = {https://doi.org/10.1126/scirobotics.aaw9710},
  doi          = {10.1126/SCIROBOTICS.AAW9710},
  timestamp    = {Fri, 25 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/scirobotics/McGuireWTKC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/PalmerST19,
  author       = {Gregory Palmer and
                  Rahul Savani and
                  Karl Tuyls},
  editor       = {Edith Elkind and
                  Manuela Veloso and
                  Noa Agmon and
                  Matthew E. Taylor},
  title        = {Negative Update Intervals in Deep Multi-Agent Reinforcement Learning},
  booktitle    = {Proceedings of the 18th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
                  2019},
  pages        = {43--51},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems},
  year         = {2019},
  url          = {http://dl.acm.org/citation.cfm?id=3331672},
  timestamp    = {Wed, 29 May 2019 16:36:58 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/PalmerST19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/KlimaBKT19,
  author       = {Richard Kl{\'{\i}}ma and
                  Daan Bloembergen and
                  Michael Kaisers and
                  Karl Tuyls},
  editor       = {Edith Elkind and
                  Manuela Veloso and
                  Noa Agmon and
                  Matthew E. Taylor},
  title        = {Robust Temporal Difference Learning for Critical Domains},
  booktitle    = {Proceedings of the 18th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
                  2019},
  pages        = {350--358},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems},
  year         = {2019},
  url          = {http://dl.acm.org/citation.cfm?id=3331713},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/KlimaBKT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/SchniedersLPT19,
  author       = {Benjamin Schnieders and
                  Shan Luo and
                  Gregory Palmer and
                  Karl Tuyls},
  editor       = {Edith Elkind and
                  Manuela Veloso and
                  Noa Agmon and
                  Matthew E. Taylor},
  title        = {Fully Convolutional One-Shot Object Segmentation for Industrial Robotics},
  booktitle    = {Proceedings of the 18th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
                  2019},
  pages        = {1161--1169},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems},
  year         = {2019},
  url          = {http://dl.acm.org/citation.cfm?id=3331817},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/SchniedersLPT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/CollenetteABT19,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Edith Elkind and
                  Manuela Veloso and
                  Noa Agmon and
                  Matthew E. Taylor},
  title        = {Stability of Human-Inspired Agent Societies},
  booktitle    = {Proceedings of the 18th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
                  2019},
  pages        = {1889--1891},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems},
  year         = {2019},
  url          = {http://dl.acm.org/citation.cfm?id=3331953},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/CollenetteABT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/ButterworthST19,
  author       = {James Butterworth and
                  Rahul Savani and
                  Karl Tuyls},
  editor       = {Manuel L{\'{o}}pez{-}Ib{\'{a}}{\~{n}}ez and
                  Anne Auger and
                  Thomas St{\"{u}}tzle},
  title        = {Evolving indoor navigational strategies using gated recurrent units
                  in {NEAT}},
  booktitle    = {Proceedings of the Genetic and Evolutionary Computation Conference
                  Companion, {GECCO} 2019, Prague, Czech Republic, July 13-17, 2019},
  pages        = {111--112},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3319619.3321995},
  doi          = {10.1145/3319619.3321995},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/ButterworthST19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZambaldiRSBLBTR19,
  author       = {Vin{\'{\i}}cius Flores Zambaldi and
                  David Raposo and
                  Adam Santoro and
                  Victor Bapst and
                  Yujia Li and
                  Igor Babuschkin and
                  Karl Tuyls and
                  David P. Reichert and
                  Timothy P. Lillicrap and
                  Edward Lockhart and
                  Murray Shanahan and
                  Victoria Langston and
                  Razvan Pascanu and
                  Matthew M. Botvinick and
                  Oriol Vinyals and
                  Peter W. Battaglia},
  title        = {Deep reinforcement learning with relational inductive biases},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=HkxaFoC9KQ},
  timestamp    = {Sat, 02 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iclr/ZambaldiRSBLBTR19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/LockhartLPLMTT19,
  author       = {Edward Lockhart and
                  Marc Lanctot and
                  Julien P{\'{e}}rolat and
                  Jean{-}Baptiste Lespiau and
                  Dustin Morrill and
                  Finbarr Timbers and
                  Karl Tuyls},
  editor       = {Sarit Kraus},
  title        = {Computing Approximate Equilibria in Sequential Adversarial Games by
                  Exploitability Descent},
  booktitle    = {Proceedings of the Twenty-Eighth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
                  2019},
  pages        = {464--470},
  publisher    = {ijcai.org},
  year         = {2019},
  url          = {https://doi.org/10.24963/ijcai.2019/66},
  doi          = {10.24963/IJCAI.2019/66},
  timestamp    = {Tue, 20 Aug 2019 16:18:18 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/LockhartLPLMTT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isalalife/CollenetteABT19,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Harold Fellermann and
                  Jaume Bacardit and
                  {\'{A}}ngel Go{\~{n}}i Moreno and
                  Rudolf M. F{\"{u}}chslin},
  title        = {Stability of Cooperation in Societies of Emotional and Moody Agents},
  booktitle    = {2019 Conference on Artificial Life, {ALIFE} 2019, online, July 29
                  - August 2, 2019},
  pages        = {467--474},
  publisher    = {{MIT} Press},
  year         = {2019},
  url          = {https://doi.org/10.1162/isal\_a\_00205},
  doi          = {10.1162/ISAL\_A\_00205},
  timestamp    = {Mon, 25 Jul 2022 16:21:31 +0200},
  biburl       = {https://dblp.org/rec/conf/isalalife/CollenetteABT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RowlandOTPVPM19,
  author       = {Mark Rowland and
                  Shayegan Omidshafiei and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Michal Valko and
                  Georgios Piliouras and
                  R{\'{e}}mi Munos},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Multiagent Evaluation under Incomplete Information},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {12270--12282},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/510f2318f324cf07fce24c3a4b89c771-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/RowlandOTPVPM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-08021,
  author       = {Richard Kl{\'{\i}}ma and
                  Daan Bloembergen and
                  Michael Kaisers and
                  Karl Tuyls},
  title        = {Robust temporal difference learning for critical domains},
  journal      = {CoRR},
  volume       = {abs/1901.08021},
  year         = {2019},
  url          = {http://arxiv.org/abs/1901.08021},
  eprinttype    = {arXiv},
  eprint       = {1901.08021},
  timestamp    = {Sat, 02 Feb 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1901-08021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-00683,
  author       = {Benjamin Schnieders and
                  Shan Luo and
                  Gregory Palmer and
                  Karl Tuyls},
  title        = {Fully Convolutional One-Shot Object Segmentation for Industrial Robotics},
  journal      = {CoRR},
  volume       = {abs/1903.00683},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.00683},
  eprinttype    = {arXiv},
  eprint       = {1903.00683},
  timestamp    = {Sat, 30 Mar 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-00683.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-01373,
  author       = {Shayegan Omidshafiei and
                  Christos H. Papadimitriou and
                  Georgios Piliouras and
                  Karl Tuyls and
                  Mark Rowland and
                  Jean{-}Baptiste Lespiau and
                  Wojciech M. Czarnecki and
                  Marc Lanctot and
                  Julien P{\'{e}}rolat and
                  R{\'{e}}mi Munos},
  title        = {{\(\alpha\)}-Rank: Multi-Agent Evaluation by Evolution},
  journal      = {CoRR},
  volume       = {abs/1903.01373},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.01373},
  eprinttype    = {arXiv},
  eprint       = {1903.01373},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-01373.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-05614,
  author       = {Edward Lockhart and
                  Marc Lanctot and
                  Julien P{\'{e}}rolat and
                  Jean{-}Baptiste Lespiau and
                  Dustin Morrill and
                  Finbarr Timbers and
                  Karl Tuyls},
  title        = {Computing Approximate Equilibria in Sequential Adversarial Games by
                  Exploitability Descent},
  journal      = {CoRR},
  volume       = {abs/1903.05614},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.05614},
  eprinttype    = {arXiv},
  eprint       = {1903.05614},
  timestamp    = {Sun, 31 Mar 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-05614.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-06239,
  author       = {James Butterworth and
                  Rahul Savani and
                  Karl Tuyls},
  title        = {Evolving Indoor Navigational Strategies Using Gated Recurrent Units
                  In {NEAT}},
  journal      = {CoRR},
  volume       = {abs/1904.06239},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.06239},
  eprinttype    = {arXiv},
  eprint       = {1904.06239},
  timestamp    = {Thu, 25 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-06239.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-04926,
  author       = {Alistair Letcher and
                  David Balduzzi and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  James Martens and
                  Jakob N. Foerster and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {Differentiable Game Mechanics},
  journal      = {CoRR},
  volume       = {abs/1905.04926},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.04926},
  eprinttype    = {arXiv},
  eprint       = {1905.04926},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-04926.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-00190,
  author       = {Shayegan Omidshafiei and
                  Daniel Hennes and
                  Dustin Morrill and
                  R{\'{e}}mi Munos and
                  Julien P{\'{e}}rolat and
                  Marc Lanctot and
                  Audrunas Gruslys and
                  Jean{-}Baptiste Lespiau and
                  Karl Tuyls},
  title        = {Neural Replicator Dynamics},
  journal      = {CoRR},
  volume       = {abs/1906.00190},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.00190},
  eprinttype    = {arXiv},
  eprint       = {1906.00190},
  timestamp    = {Thu, 13 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-00190.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-09453,
  author       = {Marc Lanctot and
                  Edward Lockhart and
                  Jean{-}Baptiste Lespiau and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Satyaki Upadhyay and
                  Julien P{\'{e}}rolat and
                  Sriram Srinivasan and
                  Finbarr Timbers and
                  Karl Tuyls and
                  Shayegan Omidshafiei and
                  Daniel Hennes and
                  Dustin Morrill and
                  Paul Muller and
                  Timo Ewalds and
                  Ryan Faulkner and
                  J{\'{a}}nos Kram{\'{a}}r and
                  Bart De Vylder and
                  Brennan Saeta and
                  James Bradbury and
                  David Ding and
                  Sebastian Borgeaud and
                  Matthew Lai and
                  Julian Schrittwieser and
                  Thomas W. Anthony and
                  Edward Hughes and
                  Ivo Danihelka and
                  Jonah Ryan{-}Davis},
  title        = {OpenSpiel: {A} Framework for Reinforcement Learning in Games},
  journal      = {CoRR},
  volume       = {abs/1908.09453},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.09453},
  eprinttype    = {arXiv},
  eprint       = {1908.09453},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-09453.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09849,
  author       = {Mark Rowland and
                  Shayegan Omidshafiei and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Michal Valko and
                  Georgios Piliouras and
                  R{\'{e}}mi Munos},
  title        = {Multiagent Evaluation under Incomplete Information},
  journal      = {CoRR},
  volume       = {abs/1909.09849},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.09849},
  eprinttype    = {arXiv},
  eprint       = {1909.09849},
  timestamp    = {Fri, 27 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-09849.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12823,
  author       = {Paul Muller and
                  Shayegan Omidshafiei and
                  Mark Rowland and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Siqi Liu and
                  Daniel Hennes and
                  Luke Marris and
                  Marc Lanctot and
                  Edward Hughes and
                  Zhe Wang and
                  Guy Lever and
                  Nicolas Heess and
                  Thore Graepel and
                  R{\'{e}}mi Munos},
  title        = {A Generalized Training Approach for Multiagent Learning},
  journal      = {CoRR},
  volume       = {abs/1909.12823},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.12823},
  eprinttype    = {arXiv},
  eprint       = {1909.12823},
  timestamp    = {Thu, 11 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-12823.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/AmatoBCKKKLRO0T18,
  author       = {Christopher Amato and
                  Haitham Bou{-}Ammar and
                  Elizabeth F. Churchill and
                  Erez Karpas and
                  Takashi Kido and
                  Mike Kuniavsky and
                  William F. Lawless and
                  Francesca Rossi and
                  Frans A. Oliehoek and
                  Stephen Russell and
                  Keiki Takadama and
                  Siddharth Srivastava and
                  Karl Tuyls and
                  Philip van Allen and
                  Kristen Brent Venable and
                  Peter Vrancx and
                  Shiqi Zhang},
  title        = {Reports on the 2018 {AAAI} Spring Symposium Series},
  journal      = {{AI} Mag.},
  volume       = {39},
  number       = {4},
  pages        = {29--35},
  year         = {2018},
  url          = {https://doi.org/10.1609/aimag.v39i4.2824},
  doi          = {10.1609/AIMAG.V39I4.2824},
  timestamp    = {Tue, 23 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aim/AmatoBCKKKLRO0T18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/arobots/ClaesT18,
  author       = {Daniel Claes and
                  Karl Tuyls},
  title        = {Multi robot collision avoidance in a shared workspace},
  journal      = {Auton. Robots},
  volume       = {42},
  number       = {8},
  pages        = {1749--1770},
  year         = {2018},
  url          = {https://doi.org/10.1007/s10514-018-9726-5},
  doi          = {10.1007/S10514-018-9726-5},
  timestamp    = {Sun, 23 Dec 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/arobots/ClaesT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/firai/KlimaBSTWSI18,
  author       = {Richard Kl{\'{\i}}ma and
                  Daan Bloembergen and
                  Rahul Savani and
                  Karl Tuyls and
                  Alexander Wittig and
                  Andrei Sapera and
                  Dario Izzo},
  title        = {Space Debris Removal: Learning to Cooperate and the Price of Anarchy},
  journal      = {Frontiers Robotics {AI}},
  volume       = {5},
  pages        = {54},
  year         = {2018},
  url          = {https://doi.org/10.3389/frobt.2018.00054},
  doi          = {10.3389/FROBT.2018.00054},
  timestamp    = {Mon, 22 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/firai/KlimaBSTWSI18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BruinKTB18,
  author       = {Tim de Bruin and
                  Jens Kober and
                  Karl Tuyls and
                  Robert Babuska},
  title        = {Experience Selection in Deep Reinforcement Learning for Control},
  journal      = {J. Mach. Learn. Res.},
  volume       = {19},
  pages        = {9:1--9:56},
  year         = {2018},
  url          = {http://jmlr.org/papers/v19/17-131.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/BruinKTB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/BruinKTB18,
  author       = {Tim de Bruin and
                  Jens Kober and
                  Karl Tuyls and
                  Robert Babuska},
  title        = {Integrating State Representation Learning Into Deep Reinforcement
                  Learning},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {3},
  number       = {2},
  pages        = {1394--1401},
  year         = {2018},
  url          = {https://doi.org/10.1109/LRA.2018.2800101},
  doi          = {10.1109/LRA.2018.2800101},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ral/BruinKTB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/KlimaTO18,
  author       = {Richard Kl{\'{\i}}ma and
                  Karl Tuyls and
                  Frans A. Oliehoek},
  title        = {Model-Based Reinforcement Learning under Periodical Observability},
  booktitle    = {2018 {AAAI} Spring Symposia, Stanford University, Palo Alto, California,
                  USA, March 26-28, 2018},
  publisher    = {{AAAI} Press},
  year         = {2018},
  url          = {https://aaai.org/ocs/index.php/SSS/SSS18/paper/view/17481},
  timestamp    = {Tue, 08 Jan 2019 14:37:15 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/KlimaTO18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/TuylsPLLG18,
  author       = {Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Marc Lanctot and
                  Joel Z. Leibo and
                  Thore Graepel},
  editor       = {Elisabeth Andr{\'{e}} and
                  Sven Koenig and
                  Mehdi Dastani and
                  Gita Sukthankar},
  title        = {A Generalised Method for Empirical Game Theoretic Analysis},
  booktitle    = {Proceedings of the 17th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} 2018, Stockholm, Sweden, July 10-15,
                  2018},
  pages        = {77--85},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  Richland, SC, {USA} / {ACM}},
  year         = {2018},
  url          = {http://dl.acm.org/citation.cfm?id=3237402},
  timestamp    = {Sat, 30 Sep 2023 09:34:53 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/TuylsPLLG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/PalmerTBS18,
  author       = {Gregory Palmer and
                  Karl Tuyls and
                  Daan Bloembergen and
                  Rahul Savani},
  editor       = {Elisabeth Andr{\'{e}} and
                  Sven Koenig and
                  Mehdi Dastani and
                  Gita Sukthankar},
  title        = {Lenient Multi-Agent Deep Reinforcement Learning},
  booktitle    = {Proceedings of the 17th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} 2018, Stockholm, Sweden, July 10-15,
                  2018},
  pages        = {443--451},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  Richland, SC, {USA} / {ACM}},
  year         = {2018},
  url          = {http://dl.acm.org/citation.cfm?id=3237451},
  timestamp    = {Mon, 16 Jul 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/PalmerTBS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ButterworthBTP18,
  author       = {James Butterworth and
                  Bastian Broecker and
                  Karl Tuyls and
                  Paolo Paoletti},
  editor       = {Elisabeth Andr{\'{e}} and
                  Sven Koenig and
                  Mehdi Dastani and
                  Gita Sukthankar},
  title        = {Evolving Coverage Behaviours For MAVs Using {NEAT}},
  booktitle    = {Proceedings of the 17th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} 2018, Stockholm, Sweden, July 10-15,
                  2018},
  pages        = {1886--1888},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  Richland, SC, {USA} / {ACM}},
  year         = {2018},
  url          = {http://dl.acm.org/citation.cfm?id=3238012},
  timestamp    = {Mon, 16 Jul 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/ButterworthBTP18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/SunehagLGCZJLSL18,
  author       = {Peter Sunehag and
                  Guy Lever and
                  Audrunas Gruslys and
                  Wojciech Marian Czarnecki and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Max Jaderberg and
                  Marc Lanctot and
                  Nicolas Sonnerat and
                  Joel Z. Leibo and
                  Karl Tuyls and
                  Thore Graepel},
  editor       = {Elisabeth Andr{\'{e}} and
                  Sven Koenig and
                  Mehdi Dastani and
                  Gita Sukthankar},
  title        = {Value-Decomposition Networks For Cooperative Multi-Agent Learning
                  Based On Team Reward},
  booktitle    = {Proceedings of the 17th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} 2018, Stockholm, Sweden, July 10-15,
                  2018},
  pages        = {2085--2087},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  Richland, SC, {USA} / {ACM}},
  year         = {2018},
  url          = {http://dl.acm.org/citation.cfm?id=3238080},
  timestamp    = {Tue, 17 Jul 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/SunehagLGCZJLSL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ZhangLHCTF18,
  author       = {Chengwei Zhang and
                  Xiaohong Li and
                  Jianye Hao and
                  Siqi Chen and
                  Karl Tuyls and
                  Zhiyong Feng},
  editor       = {Elisabeth Andr{\'{e}} and
                  Sven Koenig and
                  Mehdi Dastani and
                  Gita Sukthankar},
  title        = {SCC-rFMQ Learning in Cooperative Markov Games with Continuous Actions},
  booktitle    = {Proceedings of the 17th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} 2018, Stockholm, Sweden, July 10-15,
                  2018},
  pages        = {2162--2164},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems
                  Richland, SC, {USA} / {ACM}},
  year         = {2018},
  url          = {http://dl.acm.org/citation.cfm?id=3238106},
  timestamp    = {Wed, 20 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/ZhangLHCTF18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/CaoLLLTC18,
  author       = {Kris Cao and
                  Angeliki Lazaridou and
                  Marc Lanctot and
                  Joel Z. Leibo and
                  Karl Tuyls and
                  Stephen Clark},
  title        = {Emergent Communication through Negotiation},
  booktitle    = {6th International Conference on Learning Representations, {ICLR} 2018,
                  Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2018},
  url          = {https://openreview.net/forum?id=Hk6WhagRW},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/CaoLLLTC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LazaridouHTC18,
  author       = {Angeliki Lazaridou and
                  Karl Moritz Hermann and
                  Karl Tuyls and
                  Stephen Clark},
  title        = {Emergence of Linguistic Communication from Referential Games with
                  Symbolic and Pixel Input},
  booktitle    = {6th International Conference on Learning Representations, {ICLR} 2018,
                  Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2018},
  url          = {https://openreview.net/forum?id=HJGv1Z-AW},
  timestamp    = {Thu, 04 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/LazaridouHTC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BalduzziRMFTG18,
  author       = {David Balduzzi and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  James Martens and
                  Jakob N. Foerster and
                  Karl Tuyls and
                  Thore Graepel},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {The Mechanics of n-Player Differentiable Games},
  booktitle    = {Proceedings of the 35th International Conference on Machine Learning,
                  {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
                  10-15, 2018},
  series       = {Proceedings of Machine Learning Research},
  volume       = {80},
  pages        = {363--372},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/balduzzi18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:30 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BalduzziRMFTG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/BroeckerTB18,
  author       = {Bastian Broecker and
                  Karl Tuyls and
                  James Butterworth},
  title        = {Distance-Based Multi-Robot Coordination on Pocket Drones},
  booktitle    = {2018 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2018, Brisbane, Australia, May 21-25, 2018},
  pages        = {6389--6394},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ICRA.2018.8461176},
  doi          = {10.1109/ICRA.2018.8461176},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icra/BroeckerTB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/SchniedersT18,
  author       = {Benjamin Schnieders and
                  Karl Tuyls},
  title        = {Fast Convergence for Object Detection by Learning how to Combine Error
                  Functions},
  booktitle    = {2018 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2018, Madrid, Spain, October 1-5, 2018},
  pages        = {7329--7335},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/IROS.2018.8594179},
  doi          = {10.1109/IROS.2018.8594179},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/SchniedersT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isalalife/CollenetteABT18,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Takashi Ikegami and
                  Nathaniel Virgo and
                  Olaf Witkowski and
                  Mizuki Oka and
                  Reiji Suzuki and
                  Hiroyuki Iizuka},
  title        = {On the Role of Mobility and Interaction Topologies in Social Dilemmas},
  booktitle    = {2018 Conference on Artificial Life, {ALIFE} 2018, Tokyo, Japan, July
                  23-27, 2018},
  pages        = {477--484},
  publisher    = {{MIT} Press},
  year         = {2018},
  url          = {https://doi.org/10.1162/isal\_a\_00088},
  doi          = {10.1162/ISAL\_A\_00088},
  timestamp    = {Tue, 26 Jul 2022 11:58:11 +0200},
  biburl       = {https://dblp.org/rec/conf/isalalife/CollenetteABT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BalduzziTPG18,
  author       = {David Balduzzi and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Thore Graepel},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Re-evaluating evaluation},
  booktitle    = {Advances in Neural Information Processing Systems 31: Annual Conference
                  on Neural Information Processing Systems 2018, NeurIPS 2018, December
                  3-8, 2018, Montr{\'{e}}al, Canada},
  pages        = {3272--3283},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/cdf1035c34ec380218a8cc9a43d438f9-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BalduzziTPG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HughesLPTDCDZMK18,
  author       = {Edward Hughes and
                  Joel Z. Leibo and
                  Matthew Phillips and
                  Karl Tuyls and
                  Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n and
                  Antonio Garc{\'{\i}}a Casta{\~{n}}eda and
                  Iain Dunning and
                  Tina Zhu and
                  Kevin R. McKee and
                  Raphael Koster and
                  Heather Roff and
                  Thore Graepel},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Inequity aversion improves cooperation in intertemporal social dilemmas},
  booktitle    = {Advances in Neural Information Processing Systems 31: Annual Conference
                  on Neural Information Processing Systems 2018, NeurIPS 2018, December
                  3-8, 2018, Montr{\'{e}}al, Canada},
  pages        = {3330--3340},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/7fea637fd6d02b8f0adf6f7dc36aed93-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/HughesLPTDCDZMK18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SrinivasanLZPTM18,
  author       = {Sriram Srinivasan and
                  Marc Lanctot and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Julien P{\'{e}}rolat and
                  Karl Tuyls and
                  R{\'{e}}mi Munos and
                  Michael Bowling},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Actor-Critic Policy Optimization in Partially Observable Multiagent
                  Environments},
  booktitle    = {Advances in Neural Information Processing Systems 31: Annual Conference
                  on Neural Information Processing Systems 2018, NeurIPS 2018, December
                  3-8, 2018, Montr{\'{e}}al, Canada},
  pages        = {3426--3439},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/e22dd5dabde45eda5a1a67772c8e25dd-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/SrinivasanLZPTM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-05642,
  author       = {David Balduzzi and
                  S{\'{e}}bastien Racani{\`{e}}re and
                  James Martens and
                  Jakob N. Foerster and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {The Mechanics of n-Player Differentiable Games},
  journal      = {CoRR},
  volume       = {abs/1802.05642},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.05642},
  eprinttype    = {arXiv},
  eprint       = {1802.05642},
  timestamp    = {Mon, 31 Dec 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-05642.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-03021,
  author       = {Chengwei Zhang and
                  Xiaohong Li and
                  Jianye Hao and
                  Siqi Chen and
                  Karl Tuyls and
                  Wanli Xue},
  title        = {{SA-IGA:} {A} Multiagent Reinforcement Learning Method Towards Socially
                  Optimal Outcomes},
  journal      = {CoRR},
  volume       = {abs/1803.03021},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.03021},
  eprinttype    = {arXiv},
  eprint       = {1803.03021},
  timestamp    = {Wed, 20 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-03021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-06376,
  author       = {Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Marc Lanctot and
                  Joel Z. Leibo and
                  Thore Graepel},
  title        = {A Generalised Method for Empirical Game Theoretic Analysis},
  journal      = {CoRR},
  volume       = {abs/1803.06376},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.06376},
  eprinttype    = {arXiv},
  eprint       = {1803.06376},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-06376.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-08884,
  author       = {Edward Hughes and
                  Joel Z. Leibo and
                  Matthew G. Philips and
                  Karl Tuyls and
                  Edgar A. Du{\'{e}}{\~{n}}ez{-}Guzm{\'{a}}n and
                  Antonio Garc{\'{\i}}a Casta{\~{n}}eda and
                  Iain Dunning and
                  Tina Zhu and
                  Kevin R. McKee and
                  Raphael Koster and
                  Heather Roff and
                  Thore Graepel},
  title        = {Inequity aversion resolves intertemporal social dilemmas},
  journal      = {CoRR},
  volume       = {abs/1803.08884},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.08884},
  eprinttype    = {arXiv},
  eprint       = {1803.08884},
  timestamp    = {Fri, 09 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-08884.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1804-03980,
  author       = {Kris Cao and
                  Angeliki Lazaridou and
                  Marc Lanctot and
                  Joel Z. Leibo and
                  Karl Tuyls and
                  Stephen Clark},
  title        = {Emergent Communication through Negotiation},
  journal      = {CoRR},
  volume       = {abs/1804.03980},
  year         = {2018},
  url          = {http://arxiv.org/abs/1804.03980},
  eprinttype    = {arXiv},
  eprint       = {1804.03980},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1804-03980.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1804-03984,
  author       = {Angeliki Lazaridou and
                  Karl Moritz Hermann and
                  Karl Tuyls and
                  Stephen Clark},
  title        = {Emergence of Linguistic Communication from Referential Games with
                  Symbolic and Pixel Input},
  journal      = {CoRR},
  volume       = {abs/1804.03984},
  year         = {2018},
  url          = {http://arxiv.org/abs/1804.03984},
  eprinttype    = {arXiv},
  eprint       = {1804.03984},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1804-03984.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01830,
  author       = {Vin{\'{\i}}cius Flores Zambaldi and
                  David Raposo and
                  Adam Santoro and
                  Victor Bapst and
                  Yujia Li and
                  Igor Babuschkin and
                  Karl Tuyls and
                  David P. Reichert and
                  Timothy P. Lillicrap and
                  Edward Lockhart and
                  Murray Shanahan and
                  Victoria Langston and
                  Razvan Pascanu and
                  Matthew M. Botvinick and
                  Oriol Vinyals and
                  Peter W. Battaglia},
  title        = {Relational Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1806.01830},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.01830},
  eprinttype    = {arXiv},
  eprint       = {1806.01830},
  timestamp    = {Sat, 02 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-01830.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-02643,
  author       = {David Balduzzi and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Thore Graepel},
  title        = {Re-evaluating evaluation},
  journal      = {CoRR},
  volume       = {abs/1806.02643},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.02643},
  eprinttype    = {arXiv},
  eprint       = {1806.02643},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-02643.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-04480,
  author       = {Benjamin Schnieders and
                  Karl Tuyls},
  title        = {Fast Convergence for Object Detection by Learning how to Combine Error
                  Functions},
  journal      = {CoRR},
  volume       = {abs/1808.04480},
  year         = {2018},
  url          = {http://arxiv.org/abs/1808.04480},
  eprinttype    = {arXiv},
  eprint       = {1808.04480},
  timestamp    = {Sun, 02 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1808-04480.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-05050,
  author       = {Kimberly McGuire and
                  Guido de Croon and
                  Karl Tuyls},
  title        = {A Comparative Study of Bug Algorithms for Robot Navigation},
  journal      = {CoRR},
  volume       = {abs/1808.05050},
  year         = {2018},
  url          = {http://arxiv.org/abs/1808.05050},
  eprinttype    = {arXiv},
  eprint       = {1808.05050},
  timestamp    = {Sun, 02 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1808-05050.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-05096,
  author       = {Gregory Palmer and
                  Rahul Savani and
                  Karl Tuyls},
  title        = {Negative Update Intervals in Deep Multi-Agent Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1809.05096},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.05096},
  eprinttype    = {arXiv},
  eprint       = {1809.05096},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-05096.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-06625,
  author       = {Chengwei Zhang and
                  Xiaohong Li and
                  Jianye Hao and
                  Siqi Chen and
                  Karl Tuyls and
                  Zhiyong Feng and
                  Wanli Xue and
                  Rong Chen},
  title        = {SCC-rFMQ Learning in Cooperative Markov Games with Continuous Actions},
  journal      = {CoRR},
  volume       = {abs/1809.06625},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.06625},
  eprinttype    = {arXiv},
  eprint       = {1809.06625},
  timestamp    = {Wed, 25 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-06625.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-09026,
  author       = {Sriram Srinivasan and
                  Marc Lanctot and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Julien P{\'{e}}rolat and
                  Karl Tuyls and
                  R{\'{e}}mi Munos and
                  Michael Bowling},
  title        = {Actor-Critic Policy Optimization in Partially Observable Multiagent
                  Environments},
  journal      = {CoRR},
  volume       = {abs/1810.09026},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.09026},
  eprinttype    = {arXiv},
  eprint       = {1810.09026},
  timestamp    = {Fri, 04 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-09026.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ker/CollenetteABT17,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  title        = {Environmental effects on simulated emotional and moody agents},
  journal      = {Knowl. Eng. Rev.},
  volume       = {32},
  pages        = {e19},
  year         = {2017},
  url          = {https://doi.org/10.1017/S0269888917000170},
  doi          = {10.1017/S0269888917000170},
  timestamp    = {Thu, 27 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ker/CollenetteABT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ral/McGuireCWTK17,
  author       = {Kimberly McGuire and
                  Guido de Croon and
                  Christophe De Wagter and
                  Karl Tuyls and
                  Hilbert J. Kappen},
  title        = {Efficient Optical Flow and Stereo Vision for Velocity Estimation and
                  Obstacle Avoidance on an Autonomous Pocket Drone},
  journal      = {{IEEE} Robotics Autom. Lett.},
  volume       = {2},
  number       = {2},
  pages        = {1070--1076},
  year         = {2017},
  url          = {https://doi.org/10.1109/LRA.2017.2658940},
  doi          = {10.1109/LRA.2017.2658940},
  timestamp    = {Thu, 02 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ral/McGuireCWTK17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ClaesOBT17,
  author       = {Daniel Claes and
                  Frans A. Oliehoek and
                  Hendrik Baier and
                  Karl Tuyls},
  editor       = {Kate Larson and
                  Michael Winikoff and
                  Sanmay Das and
                  Edmund H. Durfee},
  title        = {Decentralised Online Planning for Multi-Robot Warehouse Commissioning},
  booktitle    = {Proceedings of the 16th Conference on Autonomous Agents and MultiAgent
                  Systems, {AAMAS} 2017, S{\~{a}}o Paulo, Brazil, May 8-12, 2017},
  pages        = {492--500},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {http://dl.acm.org/citation.cfm?id=3091198},
  timestamp    = {Wed, 27 Sep 2017 07:24:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/ClaesOBT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecal/CollenetteABT17,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Carole Knibbe and
                  Guillaume Beslon and
                  David P. Parsons and
                  Dusan Misevic and
                  Jonathan Rouzaud{-}Cornabas and
                  Nicolas Bred{\`{e}}che and
                  Salima Hassas and
                  Olivier Simonin and
                  H{\'{e}}di Soula},
  title        = {Mood modelling within reinforcement learning},
  booktitle    = {Proceedings of the Fourteenth European Conference Artificial Life,
                  {ECAL} 2017, Lyon, France, September 4-8, 2017},
  pages        = {106--113},
  publisher    = {{MIT} Press},
  year         = {2017},
  url          = {https://doi.org/10.7551/ecal\_a\_021},
  doi          = {10.7551/ECAL\_A\_021},
  timestamp    = {Thu, 07 Jul 2022 14:54:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ecal/CollenetteABT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eumas/TuylsS17,
  author       = {Karl Tuyls and
                  Peter Stone},
  editor       = {Francesco Belardinelli and
                  Estefania Argente},
  title        = {Multiagent Learning Paradigms},
  booktitle    = {Multi-Agent Systems and Agreement Technologies - 15th European Conference,
                  {EUMAS} 2017, and 5th International Conference, {AT} 2017, {\'{E}}vry,
                  France, December 14-15, 2017, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {10767},
  pages        = {3--21},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-030-01713-2\_1},
  doi          = {10.1007/978-3-030-01713-2\_1},
  timestamp    = {Tue, 21 Mar 2023 20:59:05 +0100},
  biburl       = {https://dblp.org/rec/conf/eumas/TuylsS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/FosselTSCH17,
  author       = {Joscha{-}David Fossel and
                  Karl Tuyls and
                  Benjamin Schnieders and
                  Daniel Claes and
                  Daniel Hennes},
  title        = {NOctoSLAM: Fast octree surface normal mapping and registration},
  booktitle    = {2017 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2017, Vancouver, BC, Canada, September 24-28, 2017},
  pages        = {6764--6769},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/IROS.2017.8206594},
  doi          = {10.1109/IROS.2017.8206594},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/FosselTSCH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PerolatLZBTG17,
  author       = {Julien P{\'{e}}rolat and
                  Joel Z. Leibo and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Charles Beattie and
                  Karl Tuyls and
                  Thore Graepel},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {A multi-agent reinforcement learning model of common-pool resource
                  appropriation},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {3643--3652},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/2b0f658cbffd284984fb11d90254081f-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 13:58:27 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/PerolatLZBTG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LanctotZGLTPSG17,
  author       = {Marc Lanctot and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Audrunas Gruslys and
                  Angeliki Lazaridou and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  David Silver and
                  Thore Graepel},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {4190--4203},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/3323fe11e9595c09af38fe67567a9394-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/LanctotZGLTPSG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SunehagLGCZJLSL17,
  author       = {Peter Sunehag and
                  Guy Lever and
                  Audrunas Gruslys and
                  Wojciech Marian Czarnecki and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Max Jaderberg and
                  Marc Lanctot and
                  Nicolas Sonnerat and
                  Joel Z. Leibo and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {Value-Decomposition Networks For Cooperative Multi-Agent Learning},
  journal      = {CoRR},
  volume       = {abs/1706.05296},
  year         = {2017},
  url          = {http://arxiv.org/abs/1706.05296},
  eprinttype    = {arXiv},
  eprint       = {1706.05296},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SunehagLGCZJLSL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PalmerTBS17,
  author       = {Gregory Palmer and
                  Karl Tuyls and
                  Daan Bloembergen and
                  Rahul Savani},
  title        = {Lenient Multi-Agent Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1707.04402},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.04402},
  eprinttype    = {arXiv},
  eprint       = {1707.04402},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PalmerTBS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PerolatLZBTG17,
  author       = {Julien P{\'{e}}rolat and
                  Joel Z. Leibo and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Charles Beattie and
                  Karl Tuyls and
                  Thore Graepel},
  title        = {A multi-agent reinforcement learning model of common-pool resource
                  appropriation},
  journal      = {CoRR},
  volume       = {abs/1707.06600},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.06600},
  eprinttype    = {arXiv},
  eprint       = {1707.06600},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PerolatLZBTG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-00832,
  author       = {Marc Lanctot and
                  Vin{\'{\i}}cius Flores Zambaldi and
                  Audrunas Gruslys and
                  Angeliki Lazaridou and
                  Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  David Silver and
                  Thore Graepel},
  title        = {A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1711.00832},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.00832},
  eprinttype    = {arXiv},
  eprint       = {1711.00832},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-00832.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05074,
  author       = {Karl Tuyls and
                  Julien P{\'{e}}rolat and
                  Marc Lanctot and
                  Georg Ostrovski and
                  Rahul Savani and
                  Joel Z. Leibo and
                  Toby Ord and
                  Thore Graepel and
                  Shane Legg},
  title        = {Symmetric Decomposition of Asymmetric Games},
  journal      = {CoRR},
  volume       = {abs/1711.05074},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.05074},
  eprinttype    = {arXiv},
  eprint       = {1711.05074},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-05074.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/games/KlimaBSTHI16,
  author       = {Richard Kl{\'{\i}}ma and
                  Daan Bloembergen and
                  Rahul Savani and
                  Karl Tuyls and
                  Daniel Hennes and
                  Dario Izzo},
  title        = {Space Debris Removal: {A} Game Theoretic Analysis},
  journal      = {Games},
  volume       = {7},
  number       = {3},
  pages        = {20},
  year         = {2016},
  url          = {https://doi.org/10.3390/g7030020},
  doi          = {10.3390/G7030020},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/games/KlimaBSTHI16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ida/RahmaniSWT16,
  author       = {Hossein Rahmani and
                  Bijan Ranjbar Sahraei and
                  Gerhard Weiss and
                  Karl Tuyls},
  title        = {Entity resolution in disjoint graphs: An application on genealogical
                  data},
  journal      = {Intell. Data Anal.},
  volume       = {20},
  number       = {2},
  pages        = {455--475},
  year         = {2016},
  url          = {https://doi.org/10.3233/IDA-160814},
  doi          = {10.3233/IDA-160814},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ida/RahmaniSWT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/snam/SahraeiBTW16,
  author       = {Bijan Ranjbar Sahraei and
                  Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {On the prevalence of hierarchies in social networks},
  journal      = {Soc. Netw. Anal. Min.},
  volume       = {6},
  number       = {1},
  pages        = {58:1--58:16},
  year         = {2016},
  url          = {https://doi.org/10.1007/s13278-016-0363-8},
  doi          = {10.1007/S13278-016-0363-8},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/snam/SahraeiBTW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alife/BloembergenCCAT16,
  author       = {Daan Bloembergen and
                  Daniel Claes and
                  Elisa Cucco and
                  Sjriek Alers and
                  Karl Tuyls},
  editor       = {Tom Froese and
                  Jes{\'{u}}s Mario Siqueiros{-}Garc{\'{\i}}a and
                  Wendy Aguilar and
                  Eduardo J. Izquierdo and
                  Hiroki Sayama and
                  Carlos Gershenson},
  title        = {A Telepresence-Robot Approach for Efficient Coordination of Swarms},
  booktitle    = {Fifteenth International Conference on the Simulation and Synthesis
                  of Living Systems, {ALIFE} 2016, Cancun, Mexico, July 4-6, 2016},
  pages        = {666--673},
  publisher    = {{MIT} Press},
  year         = {2016},
  url          = {https://doi.org/10.7551/978-0-262-33936-0-ch106},
  doi          = {10.7551/978-0-262-33936-0-CH106},
  timestamp    = {Sun, 17 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/alife/BloembergenCCAT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dars/CollenetteABT16,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Roderich Gro{\ss} and
                  Andreas Kolling and
                  Spring Berman and
                  Emilio Frazzoli and
                  Alcherio Martinoli and
                  Fumitoshi Matsuno and
                  Melvin Gauci},
  title        = {Modelling Mood in Co-operative Emotional Agents},
  booktitle    = {Distributed Autonomous Robotic Systems, The 13th International Symposium,
                  {DARS} 2016, Natural History Museum, London, UK, November 7-9, 2016},
  series       = {Springer Proceedings in Advanced Robotics},
  volume       = {6},
  pages        = {559--572},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-73008-0\_39},
  doi          = {10.1007/978-3-319-73008-0\_39},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/dars/CollenetteABT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/LiZHTCF16,
  author       = {Xiaohong Li and
                  Chengwei Zhang and
                  Jianye Hao and
                  Karl Tuyls and
                  Siqi Chen and
                  Zhiyong Feng},
  editor       = {Gal A. Kaminka and
                  Maria Fox and
                  Paolo Bouquet and
                  Eyke H{\"{u}}llermeier and
                  Virginia Dignum and
                  Frank Dignum and
                  Frank van Harmelen},
  title        = {Socially-Aware Multiagent Learning: Towards Socially Optimal Outcomes},
  booktitle    = {{ECAI} 2016 - 22nd European Conference on Artificial Intelligence,
                  29 August-2 September 2016, The Hague, The Netherlands - Including
                  Prestigious Applications of Artificial Intelligence {(PAIS} 2016)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {285},
  pages        = {533--541},
  publisher    = {{IOS} Press},
  year         = {2016},
  url          = {https://doi.org/10.3233/978-1-61499-672-9-533},
  doi          = {10.3233/978-1-61499-672-9-533},
  timestamp    = {Tue, 02 Nov 2021 15:59:05 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/LiZHTCF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/KlimaBSTHI16,
  author       = {Richard Kl{\'{\i}}ma and
                  Daan Bloembergen and
                  Rahul Savani and
                  Karl Tuyls and
                  Daniel Hennes and
                  Dario Izzo},
  editor       = {Gal A. Kaminka and
                  Maria Fox and
                  Paolo Bouquet and
                  Eyke H{\"{u}}llermeier and
                  Virginia Dignum and
                  Frank Dignum and
                  Frank van Harmelen},
  title        = {Space Debris Removal: {A} Game Theoretic Analysis},
  booktitle    = {{ECAI} 2016 - 22nd European Conference on Artificial Intelligence,
                  29 August-2 September 2016, The Hague, The Netherlands - Including
                  Prestigious Applications of Artificial Intelligence {(PAIS} 2016)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {285},
  pages        = {1658--1659},
  publisher    = {{IOS} Press},
  year         = {2016},
  url          = {https://doi.org/10.3233/978-1-61499-672-9-1658},
  doi          = {10.3233/978-1-61499-672-9-1658},
  timestamp    = {Fri, 27 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/KlimaBSTHI16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iceis/ClaessensWVPPT16,
  author       = {Rik Claessens and
                  Alta de Waal and
                  Johan Pieter de Villiers and
                  Ate Penders and
                  Gregor Pavlin and
                  Karl Tuyls},
  editor       = {Slimane Hammoudi and
                  Leszek A. Maciaszek and
                  Michele Missikoff and
                  Olivier Camp and
                  Jos{\'{e}} Cordeiro},
  title        = {Bayesian Inference in Dynamic Domains using Logical {OR} Gates},
  booktitle    = {{ICEIS} 2016 - Proceedings of the 18th International Conference on
                  Enterprise Information Systems, Volume 2, Rome, Italy, April 25-28,
                  2016},
  pages        = {134--142},
  publisher    = {SciTePress},
  year         = {2016},
  url          = {https://doi.org/10.5220/0005768601340142},
  doi          = {10.5220/0005768601340142},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iceis/ClaessensWVPPT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/McGuireCWRTK16,
  author       = {Kimberly McGuire and
                  Guido C. H. E. de Croon and
                  Christophe De Wagter and
                  Bart Remes and
                  Karl Tuyls and
                  Hilbert J. Kappen},
  editor       = {Danica Kragic and
                  Antonio Bicchi and
                  Alessandro De Luca},
  title        = {Local histogram matching for efficient optical flow computation applied
                  to velocity estimation on pocket drones},
  booktitle    = {2016 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2016, Stockholm, Sweden, May 16-21, 2016},
  pages        = {3255--3260},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICRA.2016.7487496},
  doi          = {10.1109/ICRA.2016.7487496},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/McGuireCWRTK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/BruinKTB16,
  author       = {Tim de Bruin and
                  Jens Kober and
                  Karl Tuyls and
                  Robert Babuska},
  title        = {Improved deep reinforcement learning for robotics through distribution-based
                  experience retention},
  booktitle    = {2016 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2016, Daejeon, South Korea, October 9-14, 2016},
  pages        = {3947--3952},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/IROS.2016.7759581},
  doi          = {10.1109/IROS.2016.7759581},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/BruinKTB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/stairs/CollenetteABT16,
  author       = {Joe Collenette and
                  Katie Atkinson and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {David Pearce and
                  Helena Sofia Pinto},
  title        = {The Effect of Mobility and Emotion on Interactions in Multi-Agent
                  Systems},
  booktitle    = {{STAIRS} 2016 - Proceedings of the Eighth European Starting {AI} Researcher
                  Symposium, The Hague, The Netherlands, August 29-30, 2016},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {284},
  pages        = {39--50},
  publisher    = {{IOS} Press},
  year         = {2016},
  url          = {https://doi.org/10.3233/978-1-61499-682-8-39},
  doi          = {10.3233/978-1-61499-682-8-39},
  timestamp    = {Mon, 01 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/stairs/CollenetteABT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/atal/2016,
  editor       = {Catholijn M. Jonker and
                  Stacy Marsella and
                  John Thangarajah and
                  Karl Tuyls},
  title        = {Proceedings of the 2016 International Conference on Autonomous Agents
                  {\&} Multiagent Systems, Singapore, May 9-13, 2016},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {http://dl.acm.org/citation.cfm?id=2936924},
  isbn         = {978-1-4503-4239-1},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/2016.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/McGuireCWRTK16,
  author       = {Kimberly McGuire and
                  Guido C. H. E. de Croon and
                  Christophe De Wagter and
                  Bart Remes and
                  Karl Tuyls and
                  Hilbert J. Kappen},
  title        = {Local Histogram Matching for Efficient Optical Flow Computation Applied
                  to Velocity Estimation on Pocket Drones},
  journal      = {CoRR},
  volume       = {abs/1603.07644},
  year         = {2016},
  url          = {http://arxiv.org/abs/1603.07644},
  eprinttype    = {arXiv},
  eprint       = {1603.07644},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/McGuireCWRTK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/McGuireCWTK16,
  author       = {Kimberly McGuire and
                  Guido de Croon and
                  Christophe De Wagter and
                  Karl Tuyls and
                  Hilbert J. Kappen},
  title        = {Efficient Optical flow and Stereo Vision for Velocity Estimation and
                  Obstacle Avoidance on an Autonomous Pocket Drone},
  journal      = {CoRR},
  volume       = {abs/1612.06702},
  year         = {2016},
  url          = {http://arxiv.org/abs/1612.06702},
  eprinttype    = {arXiv},
  eprint       = {1612.06702},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/McGuireCWTK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/connection/BloembergenHMT15,
  author       = {Daan Bloembergen and
                  Daniel Hennes and
                  Peter McBurney and
                  Karl Tuyls},
  title        = {Trading in markets with noisy information: an evolutionary analysis},
  journal      = {Connect. Sci.},
  volume       = {27},
  number       = {3},
  pages        = {253--268},
  year         = {2015},
  url          = {https://doi.org/10.1080/09540091.2015.1039492},
  doi          = {10.1080/09540091.2015.1039492},
  timestamp    = {Fri, 27 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/connection/BloembergenHMT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/BloembergenTHK15,
  author       = {Daan Bloembergen and
                  Karl Tuyls and
                  Daniel Hennes and
                  Michael Kaisers},
  title        = {Evolutionary Dynamics of Multi-Agent Learning: {A} Survey},
  journal      = {J. Artif. Intell. Res.},
  volume       = {53},
  pages        = {659--697},
  year         = {2015},
  url          = {https://doi.org/10.1613/jair.4818},
  doi          = {10.1613/JAIR.4818},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/BloembergenTHK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/MocanuBLDLWT15,
  author       = {Decebal Constantin Mocanu and
                  Haitham Bou{-}Ammar and
                  Dietwig Lowet and
                  Kurt Driessens and
                  Antonio Liotta and
                  Gerhard Weiss and
                  Karl Tuyls},
  title        = {Factored four way conditional restricted Boltzmann machines for activity
                  recognition},
  journal      = {Pattern Recognit. Lett.},
  volume       = {66},
  pages        = {100--108},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.patrec.2015.01.013},
  doi          = {10.1016/J.PATREC.2015.01.013},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/prl/MocanuBLDLWT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tist/HennesJTG15,
  author       = {Daniel Hennes and
                  Steven de Jong and
                  Karl Tuyls and
                  Ya'akov (Kobi) Gal},
  title        = {Metastrategies in Large-Scale Bargaining Settings},
  journal      = {{ACM} Trans. Intell. Syst. Technol.},
  volume       = {7},
  number       = {1},
  pages        = {10:1--10:23},
  year         = {2015},
  url          = {https://doi.org/10.1145/2774224},
  doi          = {10.1145/2774224},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tist/HennesJTG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/SahraeiBTW15,
  author       = {Bijan Ranjbar Sahraei and
                  Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Jian Pei and
                  Fabrizio Silvestri and
                  Jie Tang},
  title        = {On the Skewed Degree Distribution of Hierarchical Networks},
  booktitle    = {Proceedings of the 2015 {IEEE/ACM} International Conference on Advances
                  in Social Networks Analysis and Mining, {ASONAM} 2015, Paris, France,
                  August 25 - 28, 2015},
  pages        = {298--301},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2808797.2809409},
  doi          = {10.1145/2808797.2809409},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/asunam/SahraeiBTW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ClaesROTHH15,
  author       = {Daniel Claes and
                  Philipp Robbel and
                  Frans A. Oliehoek and
                  Karl Tuyls and
                  Daniel Hennes and
                  Wiebe van der Hoek},
  editor       = {Gerhard Weiss and
                  Pinar Yolum and
                  Rafael H. Bordini and
                  Edith Elkind},
  title        = {Effective Approximations for Multi-Robot Coordination in Spatially
                  Distributed Tasks},
  booktitle    = {Proceedings of the 2015 International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} 2015, Istanbul, Turkey, May 4-8, 2015},
  pages        = {881--890},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {http://dl.acm.org/citation.cfm?id=2773265},
  timestamp    = {Tue, 08 Mar 2022 10:12:47 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/ClaesROTHH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/BloembergenHPT15,
  author       = {Daan Bloembergen and
                  Daniel Hennes and
                  Simon Parsons and
                  Karl Tuyls},
  editor       = {Gerhard Weiss and
                  Pinar Yolum and
                  Rafael H. Bordini and
                  Edith Elkind},
  title        = {Survival of the Chartist: An Evolutionary Agent-Based Analysis of
                  Stock Market Trading},
  booktitle    = {Proceedings of the 2015 International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} 2015, Istanbul, Turkey, May 4-8, 2015},
  pages        = {1699--1700},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {http://dl.acm.org/citation.cfm?id=2773392},
  timestamp    = {Fri, 15 May 2015 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/BloembergenHPT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/BroeckerCTSH15,
  author       = {Bastian Broecker and
                  Ipek Caliskanelli and
                  Karl Tuyls and
                  Elizabeth Sklar and
                  Daniel Hennes},
  editor       = {Gerhard Weiss and
                  Pinar Yolum and
                  Rafael H. Bordini and
                  Edith Elkind},
  title        = {Social Insect-Inspired Multi-Robot Coverage},
  booktitle    = {Proceedings of the 2015 International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} 2015, Istanbul, Turkey, May 4-8, 2015},
  pages        = {1775--1776},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {http://dl.acm.org/citation.cfm?id=2773431},
  timestamp    = {Fri, 15 May 2015 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/BroeckerCTSH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ClaessensWVPPT15,
  author       = {Rik Claessens and
                  Alta de Waal and
                  Johan Pieter de Villiers and
                  Ate Penders and
                  Gregor Pavlin and
                  Karl Tuyls},
  editor       = {Gerhard Weiss and
                  Pinar Yolum and
                  Rafael H. Bordini and
                  Edith Elkind},
  title        = {Multi-Agent Target Tracking using Particle Filters enhanced with Context
                  Data: (Demonstration)},
  booktitle    = {Proceedings of the 2015 International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} 2015, Istanbul, Turkey, May 4-8, 2015},
  pages        = {1933--1934},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {http://dl.acm.org/citation.cfm?id=2773511},
  timestamp    = {Fri, 15 May 2015 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/ClaessensWVPPT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecal/SchneiderSAPT15,
  author       = {Eric Schneider and
                  Elizabeth I. Sklar and
                  M. Q. Azhar and
                  Simon Parsons and
                  Karl Tuyls},
  editor       = {Paul S. Andrews and
                  Leo S. D. Caves and
                  Ren{\'{e}} Doursat and
                  Simon J. Hickinbotham and
                  Fiona A. C. Polack and
                  Susan Stepney and
                  Tim Taylor and
                  Jon Timmis},
  title        = {Towards a methodology for describing the relationship between simulation
                  and reality},
  booktitle    = {Proceedings of the Thirteenth European Conference Artificial Life,
                  {ECAL} 2015, York, UK, July 20-24, 2015},
  pages        = {562--569},
  publisher    = {{MIT} Press},
  year         = {2015},
  url          = {https://doi.org/10.7551/978-0-262-33027-5-ch098},
  doi          = {10.7551/978-0-262-33027-5-CH098},
  timestamp    = {Thu, 07 Jul 2022 14:54:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ecal/SchneiderSAPT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/FosselTS15,
  author       = {Joscha{-}David Fossel and
                  Karl Tuyls and
                  J{\"{u}}rgen Sturm},
  title        = {2D-SDF-SLAM: {A} signed distance function based {SLAM} frontend for
                  laser scanners},
  booktitle    = {2015 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2015, Hamburg, Germany, September 28 - October 2,
                  2015},
  pages        = {1949--1955},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/IROS.2015.7353633},
  doi          = {10.1109/IROS.2015.7353633},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/FosselTS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SahraeiERCTW15,
  author       = {Bijan Ranjbar Sahraei and
                  Julia Efremova and
                  Hossein Rahmani and
                  Toon Calders and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Albert Bifet and
                  Michael May and
                  Bianca Zadrozny and
                  Ricard Gavald{\`{a}} and
                  Dino Pedreschi and
                  Francesco Bonchi and
                  Jaime S. Cardoso and
                  Myra Spiliopoulou},
  title        = {HiDER: Query-Driven Entity Resolution for Historical Data},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2015, Porto, Portugal, September 7-11, 2015, Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9286},
  pages        = {281--284},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-23461-8\_30},
  doi          = {10.1007/978-3-319-23461-8\_30},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/SahraeiERCTW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/taros/BroeckerCTSH15,
  author       = {Bastian Broecker and
                  Ipek Caliskanelli and
                  Karl Tuyls and
                  Elizabeth I. Sklar and
                  Daniel Hennes},
  editor       = {Clare Dixon and
                  Karl Tuyls},
  title        = {Hybrid Insect-Inspired Multi-Robot Coverage in Complex Environments},
  booktitle    = {Towards Autonomous Robotic Systems - 16th Annual Conference, {TAROS}
                  2015, Liverpool, UK, September 8-10, 2015, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9287},
  pages        = {56--68},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-22416-9\_8},
  doi          = {10.1007/978-3-319-22416-9\_8},
  timestamp    = {Sat, 19 Oct 2019 20:07:36 +0200},
  biburl       = {https://dblp.org/rec/conf/taros/BroeckerCTSH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/daglib/p/EfremovaSROCTW15,
  author       = {Julia Efremova and
                  Bijan Ranjbar Sahraei and
                  Hossein Rahmani and
                  Frans A. Oliehoek and
                  Toon Calders and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Gerrit Bloothooft and
                  Peter Christen and
                  Kees Mandemakers and
                  Marijn Schraagen},
  title        = {Multi-Source Entity Resolution for Genealogical Data},
  booktitle    = {Population Reconstruction},
  pages        = {129--154},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-19884-2\_7},
  doi          = {10.1007/978-3-319-19884-2\_7},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/daglib/p/EfremovaSROCTW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/taros/2015,
  editor       = {Clare Dixon and
                  Karl Tuyls},
  title        = {Towards Autonomous Robotic Systems - 16th Annual Conference, {TAROS}
                  2015, Liverpool, UK, September 8-10, 2015, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9287},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-22416-9},
  doi          = {10.1007/978-3-319-22416-9},
  isbn         = {978-3-319-22415-2},
  timestamp    = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/taros/2015.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/MihaylovTN14,
  author       = {Mihail Mihaylov and
                  Karl Tuyls and
                  Ann Now{\'{e}}},
  title        = {A decentralized approach for convention emergence in multi-agent systems},
  journal      = {Auton. Agents Multi Agent Syst.},
  volume       = {28},
  number       = {5},
  pages        = {749--778},
  year         = {2014},
  url          = {https://doi.org/10.1007/s10458-013-9240-2},
  doi          = {10.1007/S10458-013-9240-2},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aamas/MihaylovTN14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Bou-AmmarCTW14,
  author       = {Haitham Bou{-}Ammar and
                  Siqi Chen and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Automated Transfer for Reinforcement Learning Tasks},
  journal      = {K{\"{u}}nstliche Intell.},
  volume       = {28},
  number       = {1},
  pages        = {7--14},
  year         = {2014},
  url          = {https://doi.org/10.1007/s13218-013-0286-8},
  doi          = {10.1007/S13218-013-0286-8},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ki/Bou-AmmarCTW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/ChenBTW14,
  author       = {Siqi Chen and
                  Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Transfer for Automated Negotiation},
  journal      = {K{\"{u}}nstliche Intell.},
  volume       = {28},
  number       = {1},
  pages        = {21--27},
  year         = {2014},
  url          = {https://doi.org/10.1007/s13218-013-0284-x},
  doi          = {10.1007/S13218-013-0284-X},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ki/ChenBTW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SahraeiBBTW14,
  author       = {Bijan Ranjbar Sahraei and
                  Haitham Bou{-}Ammar and
                  Daan Bloembergen and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Carla E. Brodley and
                  Peter Stone},
  title        = {Theory of Cooperation in Complex Social Networks},
  booktitle    = {Proceedings of the Twenty-Eighth {AAAI} Conference on Artificial Intelligence,
                  July 27 -31, 2014, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada},
  pages        = {1471--1477},
  publisher    = {{AAAI} Press},
  year         = {2014},
  url          = {https://doi.org/10.1609/aaai.v28i1.8890},
  doi          = {10.1609/AAAI.V28I1.8890},
  timestamp    = {Mon, 04 Sep 2023 15:06:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/SahraeiBBTW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alia/BloembergenCT14,
  author       = {Daan Bloembergen and
                  Ipek Caliskanelli and
                  Karl Tuyls},
  editor       = {Christopher James Headleand and
                  William John Teahan and
                  Llyr ap Cenydd},
  title        = {Learning in Networked Interactions: {A} Replicator Dynamics Approach},
  booktitle    = {Artificial Life and Intelligent Agents - First International Symposium,
                  {ALIA} 2014, Bangor, UK, November 5-6, 2014. Revised Selected Papers},
  series       = {Communications in Computer and Information Science},
  volume       = {519},
  pages        = {44--58},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-18084-7\_4},
  doi          = {10.1007/978-3-319-18084-7\_4},
  timestamp    = {Fri, 02 Nov 2018 09:36:40 +0100},
  biburl       = {https://dblp.org/rec/conf/alia/BloembergenCT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alia/ClaesT14,
  author       = {Daniel Claes and
                  Karl Tuyls},
  editor       = {Christopher James Headleand and
                  William John Teahan and
                  Llyr ap Cenydd},
  title        = {Human Robot-Team Interaction - Towards the Factory of the Future},
  booktitle    = {Artificial Life and Intelligent Agents - First International Symposium,
                  {ALIA} 2014, Bangor, UK, November 5-6, 2014. Revised Selected Papers},
  series       = {Communications in Computer and Information Science},
  volume       = {519},
  pages        = {61--72},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-18084-7\_5},
  doi          = {10.1007/978-3-319-18084-7\_5},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/alia/ClaesT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alia/CaliskanelliBT14,
  author       = {Ipek Caliskanelli and
                  Bastian Broecker and
                  Karl Tuyls},
  editor       = {Christopher James Headleand and
                  William John Teahan and
                  Llyr ap Cenydd},
  title        = {Multi-Robot Coverage: {A} Bee Pheromone Signalling Approach},
  booktitle    = {Artificial Life and Intelligent Agents - First International Symposium,
                  {ALIA} 2014, Bangor, UK, November 5-6, 2014. Revised Selected Papers},
  series       = {Communications in Computer and Information Science},
  volume       = {519},
  pages        = {124--140},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-18084-7\_10},
  doi          = {10.1007/978-3-319-18084-7\_10},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/alia/CaliskanelliBT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alife/SahraeiBAT014,
  author       = {Bijan Ranjbar Sahraei and
                  Dean Bloembergen and
                  Haitham Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Effects of Evolution on the Emergence of Scale Free Networks},
  booktitle    = {Fourteenth International Conference on the Simulation and Synthesis
                  of Living Systems, {ALIFE} 2014, New York, NY, USA, July 30 - August
                  2, 2014},
  pages        = {376--383},
  publisher    = {{MIT} Press},
  year         = {2014},
  url          = {https://doi.org/10.7551/978-0-262-32621-6-ch060},
  doi          = {10.7551/978-0-262-32621-6-CH060},
  timestamp    = {Sun, 03 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/alife/SahraeiBAT014.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alife/AlersTSC014,
  author       = {Sjriek Alers and
                  Karl Tuyls and
                  Bijan Ranjbar Sahraei and
                  Daniel Claes and
                  Gerhard Weiss},
  title        = {Insect-Inspired Robot Coordination: Foraging and Coverage},
  booktitle    = {Fourteenth International Conference on the Simulation and Synthesis
                  of Living Systems, {ALIFE} 2014, New York, NY, USA, July 30 - August
                  2, 2014},
  pages        = {761--768},
  publisher    = {{MIT} Press},
  year         = {2014},
  url          = {https://doi.org/10.7551/978-0-262-32621-6-ch123},
  doi          = {10.7551/978-0-262-32621-6-CH123},
  timestamp    = {Sun, 03 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/alife/AlersTSC014.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ChenZWT14,
  author       = {Siqi Chen and
                  Shuang Zhou and
                  Gerhard Weiss and
                  Karl Tuyls},
  editor       = {Naoki Fukuta and
                  Takayuki Ito and
                  Minjie Zhang and
                  Katsuhide Fujita and
                  Valentin Robu},
  title        = {Using Transfer Learning to Model Unknown Opponents in Automated Negotiations},
  booktitle    = {Recent Advances in Agent-based Complex Automated Negotiation [revised
                  and extended papers from the 7th International Workshop on Agent-based
                  Complex Automated Negotiation, {ACAN} 2014, Paris, France, May 2014]},
  series       = {Studies in Computational Intelligence},
  volume       = {638},
  pages        = {175--192},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-30307-9\_11},
  doi          = {10.1007/978-3-319-30307-9\_11},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/ChenZWT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/SahraeiBBTW14,
  author       = {Bijan Ranjbar Sahraei and
                  Haitham Bou{-}Ammar and
                  Daan Bloembergen and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Ana L. C. Bazzan and
                  Michael N. Huhns and
                  Alessio Lomuscio and
                  Paul Scerri},
  title        = {Evolution of cooperation in arbitrary complex networks},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '14, Paris, France, May 5-9, 2014},
  pages        = {677--684},
  publisher    = {{IFAAMAS/ACM}},
  year         = {2014},
  url          = {http://dl.acm.org/citation.cfm?id=2615841},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/SahraeiBBTW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/AlersCFHT14,
  author       = {Sjriek Alers and
                  Daniel Claes and
                  Joscha{-}David Fossel and
                  Daniel Hennes and
                  Karl Tuyls},
  editor       = {Ana L. C. Bazzan and
                  Michael N. Huhns and
                  Alessio Lomuscio and
                  Paul Scerri},
  title        = {Applied robotics: precision placement in RoboCup@Work},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '14, Paris, France, May 5-9, 2014},
  pages        = {1681--1682},
  publisher    = {{IFAAMAS/ACM}},
  year         = {2014},
  url          = {http://dl.acm.org/citation.cfm?id=2616123},
  timestamp    = {Thu, 25 Sep 2014 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/AlersCFHT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/AlersCTW14,
  author       = {Sjriek Alers and
                  Daniel Claes and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Ana L. C. Bazzan and
                  Michael N. Huhns and
                  Alessio Lomuscio and
                  Paul Scerri},
  title        = {Biologically inspired multi-robot foraging},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '14, Paris, France, May 5-9, 2014},
  pages        = {1683--1684},
  publisher    = {{IFAAMAS/ACM}},
  year         = {2014},
  url          = {http://dl.acm.org/citation.cfm?id=2616124},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/AlersCTW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/BloembergenSBTW14,
  author       = {Daan Bloembergen and
                  Bijan Ranjbar Sahraei and
                  Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Torsten Schaub and
                  Gerhard Friedrich and
                  Barry O'Sullivan},
  title        = {Influencing Social Networks: An Optimal Control Study},
  booktitle    = {{ECAI} 2014 - 21st European Conference on Artificial Intelligence,
                  18-22 August 2014, Prague, Czech Republic - Including Prestigious
                  Applications of Intelligent Systems {(PAIS} 2014)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {263},
  pages        = {105--110},
  publisher    = {{IOS} Press},
  year         = {2014},
  url          = {https://doi.org/10.3233/978-1-61499-419-0-105},
  doi          = {10.3233/978-1-61499-419-0-105},
  timestamp    = {Mon, 19 Jun 2023 16:36:09 +0200},
  biburl       = {https://dblp.org/rec/conf/ecai/BloembergenSBTW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/ChenHWTL14,
  author       = {Siqi Chen and
                  Jianye Hao and
                  Gerhard Weiss and
                  Karl Tuyls and
                  Ho{-}fung Leung},
  editor       = {Torsten Schaub and
                  Gerhard Friedrich and
                  Barry O'Sullivan},
  title        = {Spatial evolutionary game-theoretic perspective on agent-based complex
                  negotiations},
  booktitle    = {{ECAI} 2014 - 21st European Conference on Artificial Intelligence,
                  18-22 August 2014, Prague, Czech Republic - Including Prestigious
                  Applications of Intelligent Systems {(PAIS} 2014)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {263},
  pages        = {983--984},
  publisher    = {{IOS} Press},
  year         = {2014},
  url          = {https://doi.org/10.3233/978-1-61499-419-0-983},
  doi          = {10.3233/978-1-61499-419-0-983},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/ChenHWTL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ki/ChenHWTL14,
  author       = {Siqi Chen and
                  Jianye Hao and
                  Gerhard Weiss and
                  Karl Tuyls and
                  Ho{-}fung Leung},
  editor       = {Carsten Lutz and
                  Michael Thielscher},
  title        = {Evaluating Practical Automated Negotiation Based on Spatial Evolutionary
                  Game Theory},
  booktitle    = {{KI} 2014: Advances in Artificial Intelligence - 37th Annual German
                  Conference on AI, Stuttgart, Germany, September 22-26, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8736},
  pages        = {147--158},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11206-0\_15},
  doi          = {10.1007/978-3-319-11206-0\_15},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ki/ChenHWTL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/RahmaniSWT14,
  author       = {Hossein Rahmani and
                  Bijan Ranjbar Sahraei and
                  Gerhard Weiss and
                  Karl Tuyls},
  editor       = {Thomas Seidl and
                  Marwan Hassani and
                  Christian Beecks},
  title        = {Contextual Entity Resolution Approach for Genealogical Data},
  booktitle    = {Proceedings of the 16th {LWA} Workshops: KDML, {IR} and FGWM, Aachen,
                  Germany, September 8-10, 2014},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1226},
  pages        = {168--179},
  publisher    = {CEUR-WS.org},
  year         = {2014},
  url          = {https://ceur-ws.org/Vol-1226/paper28.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:37 +0100},
  biburl       = {https://dblp.org/rec/conf/lwa/RahmaniSWT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mates/HaoCWLT14,
  author       = {Jianye Hao and
                  Siqi Chen and
                  Gerhard Weiss and
                  Ho{-}fung Leung and
                  Karl Tuyls},
  editor       = {J{\"{o}}rg P. M{\"{u}}ller and
                  Michael Weyrich and
                  Ana L. C. Bazzan},
  title        = {Robustness Analysis of Negotiation Strategies through Multiagent Learning
                  in Repeated Negotiation Games},
  booktitle    = {Multiagent System Technologies - 12th German Conference, {MATES} 2014,
                  Stuttgart, Germany, September 23-25, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8732},
  pages        = {41--56},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11584-9\_4},
  doi          = {10.1007/978-3-319-11584-9\_4},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/mates/HaoCWLT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/robocup/BroeckerCFT14,
  author       = {Bastian Broecker and
                  Daniel Claes and
                  Joscha{-}David Fossel and
                  Karl Tuyls},
  editor       = {Reinaldo A. C. Bianchi and
                  H. Levent Akin and
                  Subramanian Ramamoorthy and
                  Komei Sugiura},
  title        = {Winning the RoboCup@Work 2014 Competition: The smARTLab Approach},
  booktitle    = {RoboCup 2014: Robot World Cup {XVIII} [papers from the 18th Annual
                  RoboCup International Symposium, Jo{\~{a}}o Pessoa, Brazil, July 15},
  series       = {Lecture Notes in Computer Science},
  volume       = {8992},
  pages        = {142--154},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-18615-3\_12},
  doi          = {10.1007/978-3-319-18615-3\_12},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/robocup/BroeckerCFT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/JongUT14,
  author       = {Steven de Jong and
                  Simon Uyttendaele and
                  Karl Tuyls},
  title        = {Learning to Reach Agreement in a Continuous Ultimatum Game},
  journal      = {CoRR},
  volume       = {abs/1401.3465},
  year         = {2014},
  url          = {http://arxiv.org/abs/1401.3465},
  eprinttype    = {arXiv},
  eprint       = {1401.3465},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/JongUT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/AlersBCFHT13,
  author       = {Sjriek Alers and
                  Daan Bloembergen and
                  Daniel Claes and
                  Joscha{-}David Fossel and
                  Daniel Hennes and
                  Karl Tuyls},
  title        = {Telepresence Robots as a Research Platform for {AI}},
  booktitle    = {Designing Intelligent Robots: Reintegrating {AI} II, Papers from the
                  2013 {AAAI} Spring Symposium, Palo Alto, California, USA, March 25-27,
                  2013},
  series       = {{AAAI} Technical Report},
  volume       = {{SS-13-04}},
  publisher    = {{AAAI}},
  year         = {2013},
  url          = {http://www.aaai.org/ocs/index.php/SSS/SSS13/paper/view/5778},
  timestamp    = {Mon, 09 Sep 2013 15:13:13 +0200},
  biburl       = {https://dblp.org/rec/conf/aaaiss/AlersBCFHT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/ChenBTW13,
  author       = {Siqi Chen and
                  Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Maria L. Gini and
                  Onn Shehory and
                  Takayuki Ito and
                  Catholijn M. Jonker},
  title        = {Optimizing complex automated negotiation using sparse pseudo-input
                  gaussian processes},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '13, Saint Paul, MN, USA, May 6-10, 2013},
  pages        = {707--714},
  publisher    = {{IFAAMAS}},
  year         = {2013},
  url          = {http://dl.acm.org/citation.cfm?id=2485032},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/ChenBTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/SahraeiWT13,
  author       = {Bijan Ranjbar Sahraei and
                  Gerhard Weiss and
                  Karl Tuyls},
  editor       = {Maria L. Gini and
                  Onn Shehory and
                  Takayuki Ito and
                  Catholijn M. Jonker},
  title        = {A macroscopic model for multi-robot stigmergic coverage},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '13, Saint Paul, MN, USA, May 6-10, 2013},
  pages        = {1233--1234},
  publisher    = {{IFAAMAS}},
  year         = {2013},
  url          = {http://dl.acm.org/citation.cfm?id=2485159},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/SahraeiWT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/FosselHACT13,
  author       = {Joscha{-}David Fossel and
                  Daniel Hennes and
                  Sjriek Alers and
                  Daniel Claes and
                  Karl Tuyls},
  editor       = {Maria L. Gini and
                  Onn Shehory and
                  Takayuki Ito and
                  Catholijn M. Jonker},
  title        = {OctoSLAM: a 3D mapping approach to situational awareness of unmanned
                  aerial vehicles},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '13, Saint Paul, MN, USA, May 6-10, 2013},
  pages        = {1363--1364},
  publisher    = {{IFAAMAS}},
  year         = {2013},
  url          = {http://dl.acm.org/citation.cfm?id=2485226},
  timestamp    = {Fri, 28 Jun 2013 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/FosselHACT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/SahraeiATW13,
  author       = {Bijan Ranjbar Sahraei and
                  Sjriek Alers and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Maria L. Gini and
                  Onn Shehory and
                  Takayuki Ito and
                  Catholijn M. Jonker},
  title        = {StiCo in action},
  booktitle    = {International conference on Autonomous Agents and Multi-Agent Systems,
                  {AAMAS} '13, Saint Paul, MN, USA, May 6-10, 2013},
  pages        = {1403--1404},
  publisher    = {{IFAAMAS}},
  year         = {2013},
  url          = {http://dl.acm.org/citation.cfm?id=2485246},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/SahraeiATW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecal/SahraeiSTW13,
  author       = {Bijan Ranjbar Sahraei and
                  Katerina Stankova and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Pietro Li{\`{o}} and
                  Orazio Miglino and
                  Giuseppe Nicosia and
                  Stefano Nolfi and
                  Mario Pavone},
  title        = {Stackelberg-based Coverage Approach in Nonconvex Environments},
  booktitle    = {Proceedings of the Twelfth European Conference on the Synthesis and
                  Simulation of Living Systems: Advances in Artificial Life, {ECAL}
                  2013, Sicily, Italy, September 2-6, 2013},
  pages        = {462--469},
  publisher    = {{MIT} Press},
  year         = {2013},
  url          = {https://doi.org/10.7551/978-0-262-31709-2-ch066},
  doi          = {10.7551/978-0-262-31709-2-CH066},
  timestamp    = {Thu, 07 Jul 2022 14:54:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ecal/SahraeiSTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecal/AlersSMTW13,
  author       = {Sjriek Alers and
                  Bijan Ranjbar Sahraei and
                  Stefan May and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Pietro Li{\`{o}} and
                  Orazio Miglino and
                  Giuseppe Nicosia and
                  Stefano Nolfi and
                  Mario Pavone},
  title        = {Evaluation of an Experimental Framework for Exploiting Vision in Swarm
                  Robotics},
  booktitle    = {Proceedings of the Twelfth European Conference on the Synthesis and
                  Simulation of Living Systems: Advances in Artificial Life, {ECAL}
                  2013, Sicily, Italy, September 2-6, 2013},
  pages        = {775--782},
  publisher    = {{MIT} Press},
  year         = {2013},
  url          = {https://doi.org/10.7551/978-0-262-31709-2-ch111},
  doi          = {10.7551/978-0-262-31709-2-CH111},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ecal/AlersSMTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icira/ClaesFBHT13,
  author       = {Daniel Claes and
                  Joscha{-}David Fossel and
                  Bastian Broecker and
                  Daniel Hennes and
                  Karl Tuyls},
  editor       = {Jangmyung Lee and
                  Min Cheol Lee and
                  Honghai Liu and
                  Jee{-}Hwan Ryu},
  title        = {Development of an Autonomous RC-car},
  booktitle    = {Intelligent Robotics and Applications - 6th International Conference,
                  {ICIRA} 2013, Busan, South Korea, September 25-28, 2013, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8103},
  pages        = {108--120},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-40849-6\_10},
  doi          = {10.1007/978-3-642-40849-6\_10},
  timestamp    = {Fri, 05 Mar 2021 11:49:33 +0100},
  biburl       = {https://dblp.org/rec/conf/icira/ClaesFBHT13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmech/ChamiBVTW13,
  author       = {Mohammad Chami and
                  Haitham Bou{-}Ammar and
                  Holger Voos and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Swarm-based evaluation of nonparametric SysML mechatronics system
                  design},
  booktitle    = {{IEEE} International Conference on Mechatronics, {ICM} 2013, Vicenza,
                  VI, Italy, February 27 - March 1, 2013},
  pages        = {436--441},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICMECH.2013.6518576},
  doi          = {10.1109/ICMECH.2013.6518576},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icmech/ChamiBVTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/ChenBTW13,
  author       = {Siqi Chen and
                  Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Francesca Rossi},
  title        = {Conditional Restricted Boltzmann Machines for Negotiations in Highly
                  Competitive and Complex Domains},
  booktitle    = {{IJCAI} 2013, Proceedings of the 23rd International Joint Conference
                  on Artificial Intelligence, Beijing, China, August 3-9, 2013},
  pages        = {69--75},
  publisher    = {{IJCAI/AAAI}},
  year         = {2013},
  url          = {http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6627},
  timestamp    = {Tue, 23 Jan 2024 13:25:46 +0100},
  biburl       = {https://dblp.org/rec/conf/ijcai/ChenBTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/Bou-AmmarMTDTW13,
  author       = {Haitham Bou{-}Ammar and
                  Decebal Constantin Mocanu and
                  Matthew E. Taylor and
                  Kurt Driessens and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Hendrik Blockeel and
                  Kristian Kersting and
                  Siegfried Nijssen and
                  Filip Zelezn{\'{y}}},
  title        = {Automatically Mapped Transfer between Reinforcement Learning Tasks
                  via Three-Way Restricted Boltzmann Machines},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
                  Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8189},
  pages        = {449--464},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-40991-2\_29},
  doi          = {10.1007/978-3-642-40991-2\_29},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/Bou-AmmarMTDTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/robocup/AlersCFHTW13,
  author       = {Sjriek Alers and
                  Daniel Claes and
                  Joscha{-}David Fossel and
                  Daniel Hennes and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Sven Behnke and
                  Manuela M. Veloso and
                  Arnoud Visser and
                  Rong Xiong},
  title        = {How to Win RoboCup@Work? - The Swarmlab@Work Approach Revealed},
  booktitle    = {RoboCup 2013: Robot World Cup {XVII} [papers from the 17th Annual
                  RoboCup International Symposium, Eindhoven, The Netherlands, July
                  1, 2013]},
  series       = {Lecture Notes in Computer Science},
  volume       = {8371},
  pages        = {147--158},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-662-44468-9\_14},
  doi          = {10.1007/978-3-662-44468-9\_14},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/robocup/AlersCFHTW13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/advcs/LemmensT12,
  author       = {Nyree Lemmens and
                  Karl Tuyls},
  title        = {Stigmergic Landmark Optimization},
  journal      = {Adv. Complex Syst.},
  volume       = {15},
  number       = {8},
  year         = {2012},
  url          = {https://doi.org/10.1142/S0219525911500251},
  doi          = {10.1142/S0219525911500251},
  timestamp    = {Thu, 08 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/advcs/LemmensT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/TuylsW12,
  author       = {Karl Tuyls and
                  Gerhard Weiss},
  title        = {Multiagent Learning: Basics, Challenges, and Prospects},
  journal      = {{AI} Mag.},
  volume       = {33},
  number       = {3},
  pages        = {41--52},
  year         = {2012},
  url          = {https://doi.org/10.1609/aimag.v33i3.2426},
  doi          = {10.1609/AIMAG.V33I3.2426},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aim/TuylsW12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entcom/WinandsBT12,
  author       = {Mark H. M. Winands and
                  Yngvi Bj{\"{o}}rnsson and
                  Karl Tuyls},
  title        = {Preface for the special issue on Games and {AI}},
  journal      = {Entertain. Comput.},
  volume       = {3},
  number       = {3},
  pages        = {49--50},
  year         = {2012},
  url          = {https://doi.org/10.1016/j.entcom.2012.07.001},
  doi          = {10.1016/J.ENTCOM.2012.07.001},
  timestamp    = {Sat, 22 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/entcom/WinandsBT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcnds/MihaylovBTN12,
  author       = {Mihail Mihaylov and
                  Yann{-}A{\"{e}}l Le Borgne and
                  Karl Tuyls and
                  Ann Now{\'{e}}},
  title        = {Decentralised reinforcement learning for energy-efficient scheduling
                  in wireless sensor networks},
  journal      = {Int. J. Commun. Networks Distributed Syst.},
  volume       = {9},
  number       = {3/4},
  pages        = {207--224},
  year         = {2012},
  url          = {https://doi.org/10.1504/IJCNDS.2012.048871},
  doi          = {10.1504/IJCNDS.2012.048871},
  timestamp    = {Fri, 15 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcnds/MihaylovBTN12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/HennesCMT12,
  author       = {Daniel Hennes and
                  Daniel Claes and
                  Wim Meeussen and
                  Karl Tuyls},
  editor       = {Wiebe van der Hoek and
                  Lin Padgham and
                  Vincent Conitzer and
                  Michael Winikoff},
  title        = {Multi-robot collision avoidance with localization uncertainty},
  booktitle    = {International Conference on Autonomous Agents and Multiagent Systems,
                  {AAMAS} 2012, Valencia, Spain, June 4-8, 2012 {(3} Volumes)},
  pages        = {147--154},
  publisher    = {{IFAAMAS}},
  year         = {2012},
  url          = {http://dl.acm.org/citation.cfm?id=2343597},
  timestamp    = {Thu, 19 Mar 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/HennesCMT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/Bou-AmmarTTDW12,
  author       = {Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Matthew E. Taylor and
                  Kurt Driessens and
                  Gerhard Weiss},
  editor       = {Wiebe van der Hoek and
                  Lin Padgham and
                  Vincent Conitzer and
                  Michael Winikoff},
  title        = {Reinforcement learning transfer via sparse coding},
  booktitle    = {International Conference on Autonomous Agents and Multiagent Systems,
                  {AAMAS} 2012, Valencia, Spain, June 4-8, 2012 {(3} Volumes)},
  pages        = {383--390},
  publisher    = {{IFAAMAS}},
  year         = {2012},
  url          = {http://dl.acm.org/citation.cfm?id=2343631},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/Bou-AmmarTTDW12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/KaisersBT12,
  author       = {Michael Kaisers and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Wiebe van der Hoek and
                  Lin Padgham and
                  Vincent Conitzer and
                  Michael Winikoff},
  title        = {A common gradient in multi-agent reinforcement learning},
  booktitle    = {International Conference on Autonomous Agents and Multiagent Systems,
                  {AAMAS} 2012, Valencia, Spain, June 4-8, 2012 {(3} Volumes)},
  pages        = {1393--1394},
  publisher    = {{IFAAMAS}},
  year         = {2012},
  url          = {http://dl.acm.org/citation.cfm?id=2344023},
  timestamp    = {Thu, 19 Mar 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/KaisersBT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/AlersBBHT12,
  author       = {Sjriek Alers and
                  Daan Bloembergen and
                  Max B{\"{u}}gler and
                  Daniel Hennes and
                  Karl Tuyls},
  editor       = {Wiebe van der Hoek and
                  Lin Padgham and
                  Vincent Conitzer and
                  Michael Winikoff},
  title        = {{MITRO:} an augmented mobile telepresence robot with assisted control
                  (demonstration)},
  booktitle    = {International Conference on Autonomous Agents and Multiagent Systems,
                  {AAMAS} 2012, Valencia, Spain, June 4-8, 2012 {(3} Volumes)},
  pages        = {1475--1476},
  publisher    = {{IFAAMAS}},
  year         = {2012},
  url          = {http://dl.acm.org/citation.cfm?id=2344068},
  timestamp    = {Thu, 19 Mar 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/AlersBBHT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/ClaesHMT12,
  author       = {Daniel Claes and
                  Daniel Hennes and
                  Wim Meeussen and
                  Karl Tuyls},
  editor       = {Wiebe van der Hoek and
                  Lin Padgham and
                  Vincent Conitzer and
                  Michael Winikoff},
  title        = {{CALU:} collision avoidance with localization uncertainty (demonstration)},
  booktitle    = {International Conference on Autonomous Agents and Multiagent Systems,
                  {AAMAS} 2012, Valencia, Spain, June 4-8, 2012 {(3} Volumes)},
  pages        = {1495--1496},
  publisher    = {{IFAAMAS}},
  year         = {2012},
  url          = {http://dl.acm.org/citation.cfm?id=2344078},
  timestamp    = {Thu, 19 Mar 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/ClaesHMT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/HennesBKTP12,
  author       = {Daniel Hennes and
                  Daan Bloembergen and
                  Michael Kaisers and
                  Karl Tuyls and
                  Simon Parsons},
  editor       = {Terence Soule and
                  Jason H. Moore},
  title        = {Evolutionary advantage of foresight in markets},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} '12, Philadelphia,
                  PA, USA, July 7-11, 2012},
  pages        = {943--950},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2330163.2330294},
  doi          = {10.1145/2330163.2330294},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/HennesBKTP12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/ClaesHTM12,
  author       = {Daniel Claes and
                  Daniel Hennes and
                  Karl Tuyls and
                  Wim Meeussen},
  title        = {Collision avoidance under bounded localization uncertainty},
  booktitle    = {2012 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, {IROS} 2012, Vilamoura, Algarve, Portugal, October 7-12,
                  2012},
  pages        = {1192--1198},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/IROS.2012.6386125},
  doi          = {10.1109/IROS.2012.6386125},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/ClaesHTM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mates/Bou-AmmarTK12,
  author       = {Haitham Bou{-}Ammar and
                  Karl Tuyls and
                  Michael Kaisers},
  editor       = {Ingo J. Timm and
                  Christian Guttmann},
  title        = {Evolutionary Dynamics of Ant Colony Optimization},
  booktitle    = {Multiagent System Technologies - 10th German Conference, {MATES} 2012,
                  Trier, Germany, October 10-12, 2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7598},
  pages        = {40--52},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-33690-4\_6},
  doi          = {10.1007/978-3-642-33690-4\_6},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/mates/Bou-AmmarTK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mates/NeumannTK12,
  author       = {Marcel Neumann and
                  Karl Tuyls and
                  Michael Kaisers},
  editor       = {Ingo J. Timm and
                  Christian Guttmann},
  title        = {Using Time as a Strategic Element in Continuous Double Auctions},
  booktitle    = {Multiagent System Technologies - 10th German Conference, {MATES} 2012,
                  Trier, Germany, October 10-12, 2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7598},
  pages        = {106--115},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-33690-4\_11},
  doi          = {10.1007/978-3-642-33690-4\_11},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/mates/NeumannTK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/eumas/2011,
  editor       = {Massimo Cossentino and
                  Michael Kaisers and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Multi-Agent Systems - 9th European Workshop, {EUMAS} 2011, Maastricht,
                  The Netherlands, November 14-15, 2011. Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {7541},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-34799-3},
  doi          = {10.1007/978-3-642-34799-3},
  isbn         = {978-3-642-34798-6},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/eumas/2011.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/JongT11,
  author       = {Steven de Jong and
                  Karl Tuyls},
  title        = {Human-inspired computational fairness},
  journal      = {Auton. Agents Multi Agent Syst.},
  volume       = {22},
  number       = {1},
  pages        = {103--126},
  year         = {2011},
  url          = {https://doi.org/10.1007/s10458-010-9122-9},
  doi          = {10.1007/S10458-010-9122-9},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aamas/JongT11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KaisersT11,
  author       = {Michael Kaisers and
                  Karl Tuyls},
  title        = {FAQ-Learning in Matrix Games: Demonstrating Convergence Near Nash
                  Equilibria, and Bifurcation of Attractors in the Battle of Sexes},
  booktitle    = {Interactive Decision Theory and Game Theory, Papers from the 2011
                  {AAAI} Workshop, San Francisco, California, USA, August 8, 2011},
  series       = {{AAAI} Technical Report},
  volume       = {{WS-11-13}},
  publisher    = {{AAAI}},
  year         = {2011},
  url          = {http://www.aaai.org/ocs/index.php/WS/AAAIW11/paper/view/3950},
  timestamp    = {Tue, 05 Sep 2023 08:59:27 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/KaisersT11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/MihaylovBTN11,
  author       = {Mihail Mihaylov and
                  Yann{-}A{\"{e}}l Le Borgne and
                  Karl Tuyls and
                  Ann Now{\'{e}}},
  editor       = {Liz Sonenberg and
                  Peter Stone and
                  Kagan Tumer and
                  Pinar Yolum},
  title        = {Distributed cooperation in wireless sensor networks},
  booktitle    = {10th International Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6, 2011, Volume 1-3},
  pages        = {249--256},
  publisher    = {{IFAAMAS}},
  year         = {2011},
  url          = {http://portal.acm.org/citation.cfm?id=2030506\&\#38;CFID=69153967\&\#38;CFTOKEN=38069692},
  timestamp    = {Fri, 18 Nov 2011 09:09:28 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/MihaylovBTN11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/JongHTG11,
  author       = {Steven de Jong and
                  Daniel Hennes and
                  Karl Tuyls and
                  Ya'akov (Kobi) Gal},
  editor       = {Liz Sonenberg and
                  Peter Stone and
                  Kagan Tumer and
                  Pinar Yolum},
  title        = {Metastrategies in the Colored Trails game},
  booktitle    = {10th International Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6, 2011, Volume 1-3},
  pages        = {551--558},
  publisher    = {{IFAAMAS}},
  year         = {2011},
  url          = {http://portal.acm.org/citation.cfm?id=2031696\&\#38;CFID=54178199\&\#38;CFTOKEN=61392764},
  timestamp    = {Fri, 18 Nov 2011 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/JongHTG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/BloembergenKT11,
  author       = {Daan Bloembergen and
                  Michael Kaisers and
                  Karl Tuyls},
  editor       = {Liz Sonenberg and
                  Peter Stone and
                  Kagan Tumer and
                  Pinar Yolum},
  title        = {Empirical and theoretical support for lenient learning},
  booktitle    = {10th International Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6, 2011, Volume 1-3},
  pages        = {1105--1106},
  publisher    = {{IFAAMAS}},
  year         = {2011},
  url          = {http://portal.acm.org/citation.cfm?id=2034440\&\#38;CFID=69154334\&\#38;CFTOKEN=45298625},
  timestamp    = {Fri, 18 Nov 2011 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/BloembergenKT11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/AlersBHJKLTW11,
  author       = {Sjriek Alers and
                  Daan Bloembergen and
                  Daniel Hennes and
                  Steven de Jong and
                  Michael Kaisers and
                  Nyree Lemmens and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Liz Sonenberg and
                  Peter Stone and
                  Kagan Tumer and
                  Pinar Yolum},
  title        = {Bee-inspired foraging in an embodied swarm},
  booktitle    = {10th International Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6, 2011, Volume 1-3},
  pages        = {1311--1312},
  publisher    = {{IFAAMAS}},
  year         = {2011},
  url          = {http://portal.acm.org/citation.cfm?id=2034541\&\#38;CFID=69154334\&\#38;CFTOKEN=45298625},
  timestamp    = {Tue, 08 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/AlersBHJKLTW11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eumas/Bou-AmmarTTW11,
  author       = {Haitham Bou{-}Ammar and
                  Matthew E. Taylor and
                  Karl Tuyls and
                  Gerhard Weiss},
  editor       = {Massimo Cossentino and
                  Michael Kaisers and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Reinforcement Learning Transfer Using a Sparse Coded Inter-task Mapping},
  booktitle    = {Multi-Agent Systems - 9th European Workshop, {EUMAS} 2011, Maastricht,
                  The Netherlands, November 14-15, 2011. Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {7541},
  pages        = {1--16},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-34799-3\_1},
  doi          = {10.1007/978-3-642-34799-3\_1},
  timestamp    = {Tue, 08 Mar 2022 10:12:48 +0100},
  biburl       = {https://dblp.org/rec/conf/eumas/Bou-AmmarTTW11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eumas/KaisersBT11,
  author       = {Michael Kaisers and
                  Daan Bloembergen and
                  Karl Tuyls},
  editor       = {Massimo Cossentino and
                  Michael Kaisers and
                  Karl Tuyls and
                  Gerhard Weiss},
  title        = {Multi-agent Learning and the Reinforcement Gradient},
  booktitle    = {Multi-Agent Systems - 9th European Workshop, {EUMAS} 2011, Maastricht,
                  The Netherlands, November 14-15, 2011. Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {7541},
  pages        = {145--159},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-34799-3\_10},
  doi          = {10.1007/978-3-642-34799-3\_10},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/eumas/KaisersBT11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaart/MihaylovBNT11,
  author       = {Mihail Mihaylov and
                  Yann{-}A{\"{e}}l Le Borgne and
                  Ann Now{\'{e}} and
                  Karl Tuyls},
  editor       = {Joaquim Filipe and
                  Ana L. N. Fred},
  title        = {Self-organizing Synchronicity and Desynchronicity using Reinforcement
                  Learning},
  booktitle    = {{ICAART} 2011 - Proceedings of the 3rd International Conference on
                  Agents and Artificial Intelligence, Volume 2 - Agents, Rome, Italy,
                  January 28-30, 2011},
  pages        = {94--103},
  publisher    = {SciTePress},
  year         = {2011},
  timestamp    = {Fri, 08 Jul 2011 08:36:50 +0200},
  biburl       = {https://dblp.org/rec/conf/icaart/MihaylovBNT11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaart/MihaylovBTN11,
  author       = {Mihail Mihaylov and
                  Yann{-}A{\"{e}}l Le Borgne and
                  Karl Tuyls and
                  Ann Now{\'{e}}},
  editor       = {Joaquim Filipe and
                  Ana L. N. Fred},
  title        = {Reinforcement Learning for Self-organizing Wake-Up Scheduling in Wireless
                  Sensor Networks},
  booktitle    = {Agents and Artificial Intelligence - Third International Conference,
                  {ICAART} 2011, Rome, Italy, January, 28-30, 2011. Revised Selected
                  Papers},
  series       = {Communications in Computer and Information Science},
  volume       = {271},
  pages        = {382--396},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-29966-7\_25},
  doi          = {10.1007/978-3-642-29966-7\_25},
  timestamp    = {Tue, 16 Aug 2022 23:04:29 +0200},
  biburl       = {https://dblp.org/rec/conf/icaart/MihaylovBTN11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/AhaBBGDEGGGHIJKKKLMMNPRRRRSSSTMHMN10,
  author       = {David W. Aha and
                  Mark S. Boddy and
                  Vadim Bulitko and
                  Artur S. d'Avila Garcez and
                  Prashant Doshi and
                  Stefan Edelkamp and
                  Christopher W. Geib and
                  Piotr J. Gmytrasiewicz and
                  Robert P. Goldman and
                  Pascal Hitzler and
                  Charles L. Isbell Jr. and
                  Darsana P. Josyula and
                  Leslie Pack Kaelbling and
                  Kristian Kersting and
                  Maithilee Kunda and
                  Lu{\'{\i}}s C. Lamb and
                  Bhaskara Marthi and
                  Keith McGreggor and
                  Vivi Nastase and
                  Gregory M. Provan and
                  Anita Raja and
                  Ashwin Ram and
                  Mark O. Riedl and
                  Stuart Russell and
                  Ashish Sabharwal and
                  Jan{-}Georg Smaus and
                  Gita Sukthankar and
                  Karl Tuyls and
                  Ron van der Meyden and
                  Alon Y. Halevy and
                  Lilyana Mihalkova and
                  Sriraam Natarajan},
  title        = {Reports of the {AAAI} 2010 Conference Workshops},
  journal      = {{AI} Mag.},
  volume       = {31},
  number       = {4},
  pages        = {95--108},
  year         = {2010},
  url          = {https://doi.org/10.1609/aimag.v31i4.2318},
  doi          = {10.1609/AIMAG.V31I4.2318},
  timestamp    = {Thu, 07 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aim/AhaBBGDEGGGHIJKKKLMMNPRRRRSSSTMHMN10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/KaisersT10,
  author       = {Michael Kaisers and
                  Karl Tuyls},
  editor       = {Wiebe van der Hoek and
                  Gal A. Kaminka and
                  Yves Lesp{\'{e}}rance and
                  Michael Luck and
                  Sandip Sen},
  title        = {Frequency adjusted multi-agent Q-learning},
  booktitle    = {9th International Conference on Autonomous Agents and Multiagent Systems
                  {(AAMAS} 2010), Toronto, Canada, May 10-14, 2010, Volume 1-3},
  pages        = {309--316},
  publisher    = {{IFAAMAS}},
  year         = {2010},
  url          = {https://dl.acm.org/citation.cfm?id=1838250},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/KaisersT10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/LemmensT10,
  author       = {Nyree Lemmens and
                  Karl Tuyls},
  editor       = {Martin Pelikan and
                  J{\"{u}}rgen Branke},
  title        = {Stigmergic landmark routing: a routing algorithm for wireless mobile
                  ad-hoc networks},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} 2010, Proceedings,
                  Portland, Oregon, USA, July 7-11, 2010},
  pages        = {47--54},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1830483.1830491},
  doi          = {10.1145/1830483.1830491},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/LemmensT10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/KlosAT10,
  author       = {Tomas Klos and
                  Gerrit Jan van Ahee and
                  Karl Tuyls},
  editor       = {Jos{\'{e}} L. Balc{\'{a}}zar and
                  Francesco Bonchi and
                  Aristides Gionis and
                  Mich{\`{e}}le Sebag},
  title        = {Evolutionary Dynamics of Regret Minimization},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases, European Conference,
                  {ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6322},
  pages        = {82--96},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-15883-4\_6},
  doi          = {10.1007/978-3-642-15883-4\_6},
  timestamp    = {Tue, 14 May 2019 10:00:47 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/KlosAT10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/PonsenCTRDHP10,
  author       = {Marc J. V. Ponsen and
                  Tom Croonenborghs and
                  Karl Tuyls and
                  Jan Ramon and
                  Kurt Driessens and
                  H. Jaap van den Herik and
                  Eric O. Postma},
  editor       = {Robert Babuska and
                  Frans C. A. Groen},
  title        = {Learning with Whom to Communicate Using Relational Reinforcement Learning},
  booktitle    = {Interactive Collaborative Information Systems},
  series       = {Studies in Computational Intelligence},
  volume       = {281},
  pages        = {45--63},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-11688-9\_2},
  doi          = {10.1007/978-3-642-11688-9\_2},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/series/sci/PonsenCTRDHP10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/atal/2009ala,
  editor       = {Matthew E. Taylor and
                  Karl Tuyls},
  title        = {Adaptive and Learning Agents, Second Workshop, {ALA} 2009, Held as
                  Part of the {AAMAS} 2009 Conference in Budapest, Hungary, May 12,
                  2009, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {5924},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-11814-2},
  doi          = {10.1007/978-3-642-11814-2},
  isbn         = {978-3-642-11813-5},
  timestamp    = {Tue, 14 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/2009ala.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entcom/PonsenTKR09,
  author       = {Marc J. V. Ponsen and
                  Karl Tuyls and
                  Michael Kaisers and
                  Jan Ramon},
  title        = {An evolutionary game-theoretic analysis of poker strategies},
  journal      = {Entertain. Comput.},
  volume       = {1},
  number       = {1},
  pages        = {39--45},
  year         = {2009},
  url          = {https://doi.org/10.1016/j.entcom.2009.09.002},
  doi          = {10.1016/J.ENTCOM.2009.09.002},
  timestamp    = {Sat, 22 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/entcom/PonsenTKR09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/PonsenTT09,
  author       = {Marc J. V. Ponsen and
                  Matthew E. Taylor and
                  Karl Tuyls},
  editor       = {Matthew E. Taylor and
                  Karl Tuyls},
  title        = {Abstraction and Generalization in Reinforcement Learning: {A} Summary
                  and Framework},
  booktitle    = {Adaptive and Learning Agents, Second Workshop, {ALA} 2009, Held as
                  Part of the {AAMAS} 2009 Conference in Budapest, Hungary, May 12,
                  2009, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {5924},
  pages        = {1--32},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-11814-2\_1},
  doi          = {10.1007/978-3-642-11814-2\_1},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/PonsenTT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/KaisersT09,
  author       = {Michael Kaisers and
                  Karl Tuyls},
  editor       = {Matthew E. Taylor and
                  Karl Tuyls},
  title        = {Replicator Dynamics for Multi-agent Learning: An Orthogonal Approach},
  booktitle    = {Adaptive and Learning Agents, Second Workshop, {ALA} 2009, Held as
                  Part of the {AAMAS} 2009 Conference in Budapest, Hungary, May 12,
                  2009, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {5924},
  pages        = {49--59},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-11814-2\_3},
  doi          = {10.1007/978-3-642-11814-2\_3},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/KaisersT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/MihaylovTN09,
  author       = {Mihail Mihaylov and
                  Karl Tuyls and
                  Ann Now{\'{e}}},
  editor       = {Matthew E. Taylor and
                  Karl Tuyls},
  title        = {Decentralized Learning in Wireless Sensor Networks},
  booktitle    = {Adaptive and Learning Agents, Second Workshop, {ALA} 2009, Held as
                  Part of the {AAMAS} 2009 Conference in Budapest, Hungary, May 12,
                  2009, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {5924},
  pages        = {60--73},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-11814-2\_4},
  doi          = {10.1007/978-3-642-11814-2\_4},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/MihaylovTN09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/LemmensT09,
  author       = {Nyree Lemmens and
                  Karl Tuyls},
  editor       = {Carles Sierra and
                  Cristiano Castelfranchi and
                  Keith S. Decker and
                  Jaime Sim{\~{a}}o Sichman},
  title        = {Stigmergic landmark foraging},
  booktitle    = {8th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2009), Budapest, Hungary, May 10-15, 2009, Volume
                  1},
  pages        = {497--504},
  publisher    = {{IFAAMAS}},
  year         = {2009},
  url          = {https://dl.acm.org/citation.cfm?id=1558081},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/LemmensT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/HennesTR09,
  author       = {Daniel Hennes and
                  Karl Tuyls and
                  Matthias Rauterberg},
  editor       = {Carles Sierra and
                  Cristiano Castelfranchi and
                  Keith S. Decker and
                  Jaime Sim{\~{a}}o Sichman},
  title        = {State-coupled replicator dynamics},
  booktitle    = {8th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2009), Budapest, Hungary, May 10-15, 2009, Volume
                  2},
  pages        = {789--796},
  publisher    = {{IFAAMAS}},
  year         = {2009},
  url          = {https://dl.acm.org/citation.cfm?id=1558120},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/HennesTR09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/JongT09,
  author       = {Steven de Jong and
                  Karl Tuyls},
  editor       = {Carles Sierra and
                  Cristiano Castelfranchi and
                  Keith S. Decker and
                  Jaime Sim{\~{a}}o Sichman},
  title        = {Learning to cooperate in a continuous tragedy of the commons},
  booktitle    = {8th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2009), Budapest, Hungary, May 10-15, 2009, Volume
                  2},
  pages        = {1185--1186},
  publisher    = {{IFAAMAS}},
  year         = {2009},
  url          = {https://dl.acm.org/citation.cfm?id=1558204},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/JongT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/PonsenCTRD09,
  author       = {Marc J. V. Ponsen and
                  Tom Croonenborghs and
                  Karl Tuyls and
                  Jan Ramon and
                  Kurt Driessens},
  editor       = {Carles Sierra and
                  Cristiano Castelfranchi and
                  Keith S. Decker and
                  Jaime Sim{\~{a}}o Sichman},
  title        = {Learning with whom to communicate using relational reinforcement learning},
  booktitle    = {8th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2009), Budapest, Hungary, May 10-15, 2009, Volume
                  2},
  pages        = {1221--1222},
  publisher    = {{IFAAMAS}},
  year         = {2009},
  url          = {https://dl.acm.org/citation.cfm?id=1558222},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/PonsenCTRD09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/KaisersTPT09,
  author       = {Michael Kaisers and
                  Karl Tuyls and
                  Simon Parsons and
                  Frank Thuijsman},
  editor       = {Carles Sierra and
                  Cristiano Castelfranchi and
                  Keith S. Decker and
                  Jaime Sim{\~{a}}o Sichman},
  title        = {An evolutionary model of multi-agent learning with a varying exploration
                  rate},
  booktitle    = {8th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2009), Budapest, Hungary, May 10-15, 2009, Volume
                  2},
  pages        = {1255--1256},
  publisher    = {{IFAAMAS}},
  year         = {2009},
  url          = {https://dl.acm.org/citation.cfm?id=1558239},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/KaisersTPT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/tf/09/WestraT09,
  author       = {Ronald L. Westra and
                  Karl Tuyls},
  editor       = {Adelinde M. Uhrmacher and
                  Danny Weyns},
  title        = {Replicator Dynamics in Discrete and Continuous Strategy Spaces},
  booktitle    = {Multi-Agent Systems - Simulation and Applications},
  series       = {Computational Analysis, Synthesis, and Design of Dynamic Systems},
  pages        = {215--241},
  publisher    = {{CRC} Press / Taylor {\&} Francis},
  year         = {2009},
  url          = {https://doi.org/10.1201/9781420070248.ch7},
  doi          = {10.1201/9781420070248.CH7},
  timestamp    = {Fri, 12 Jul 2019 11:02:15 +0200},
  biburl       = {https://dblp.org/rec/books/tf/09/WestraT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Torben-NielsenTP08,
  author       = {Ben Torben{-}Nielsen and
                  Karl Tuyls and
                  Eric O. Postma},
  title        = {EvOL-Neuron: Neuronal morphology generation},
  journal      = {Neurocomputing},
  volume       = {71},
  number       = {4-6},
  pages        = {963--972},
  year         = {2008},
  url          = {https://doi.org/10.1016/j.neucom.2007.02.016},
  doi          = {10.1016/J.NEUCOM.2007.02.016},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijon/Torben-NielsenTP08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/JongUT08,
  author       = {Steven de Jong and
                  Simon Uyttendaele and
                  Karl Tuyls},
  title        = {Learning to Reach Agreement in a Continuous Ultimatum Game},
  journal      = {J. Artif. Intell. Res.},
  volume       = {33},
  pages        = {551--574},
  year         = {2008},
  url          = {https://doi.org/10.1613/jair.2685},
  doi          = {10.1613/JAIR.2685},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/JongUT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/PanaitTL08,
  author       = {Liviu Panait and
                  Karl Tuyls and
                  Sean Luke},
  title        = {Theoretical Advantages of Lenient Learners: An Evolutionary Game Theoretic
                  Perspective},
  journal      = {J. Mach. Learn. Res.},
  volume       = {9},
  pages        = {423--457},
  year         = {2008},
  url          = {https://dl.acm.org/doi/10.5555/1390681.1390694},
  doi          = {10.5555/1390681.1390694},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/PanaitTL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ker/JongTV08,
  author       = {Steven de Jong and
                  Karl Tuyls and
                  Katja Verbeeck},
  title        = {Fairness in multi-agent systems},
  journal      = {Knowl. Eng. Rev.},
  volume       = {23},
  number       = {2},
  pages        = {153--180},
  year         = {2008},
  url          = {https://doi.org/10.1017/S026988890800132X},
  doi          = {10.1017/S026988890800132X},
  timestamp    = {Thu, 27 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ker/JongTV08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/PonsenRCDT08,
  author       = {Marc J. V. Ponsen and
                  Jan Ramon and
                  Tom Croonenborghs and
                  Kurt Driessens and
                  Karl Tuyls},
  editor       = {Dieter Fox and
                  Carla P. Gomes},
  title        = {Bayes-Relational Learning of Opponent Models from Incomplete Information
                  in No-Limit Poker},
  booktitle    = {Proceedings of the Twenty-Third {AAAI} Conference on Artificial Intelligence,
                  {AAAI} 2008, Chicago, Illinois, USA, July 13-17, 2008},
  pages        = {1485--1486},
  publisher    = {{AAAI} Press},
  year         = {2008},
  url          = {http://www.aaai.org/Library/AAAI/2008/aaai08-244.php},
  timestamp    = {Tue, 05 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/PonsenRCDT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/VrancxTW08,
  author       = {Peter Vrancx and
                  Karl Tuyls and
                  Ronald L. Westra},
  editor       = {Lin Padgham and
                  David C. Parkes and
                  J{\"{o}}rg P. M{\"{u}}ller and
                  Simon Parsons},
  title        = {Switching dynamics of multi-agent learning},
  booktitle    = {7th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2008), Estoril, Portugal, May 12-16, 2008, Volume
                  1},
  pages        = {307--313},
  publisher    = {{IFAAMAS}},
  year         = {2008},
  url          = {https://dl.acm.org/citation.cfm?id=1402430},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/VrancxTW08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/JongTV08,
  author       = {Steven de Jong and
                  Karl Tuyls and
                  Katja Verbeeck},
  editor       = {Lin Padgham and
                  David C. Parkes and
                  J{\"{o}}rg P. M{\"{u}}ller and
                  Simon Parsons},
  title        = {Artificial agents learning human fairness},
  booktitle    = {7th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2008), Estoril, Portugal, May 12-16, 2008, Volume
                  2},
  pages        = {863--870},
  publisher    = {{IFAAMAS}},
  year         = {2008},
  url          = {https://dl.acm.org/citation.cfm?id=1402344},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/JongTV08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/HennesTR08,
  author       = {Daniel Hennes and
                  Karl Tuyls and
                  Matthias Rauterberg},
  title        = {Formalizing Multi-state Learning Dynamics},
  booktitle    = {Proceedings of the 2008 {IEEE/WIC/ACM} International Conference on
                  Intelligent Agent Technology, Sydney, NSW, Australia, December 9-12,
                  2008},
  pages        = {266--272},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/WIIAT.2008.33},
  doi          = {10.1109/WIIAT.2008.33},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/HennesTR08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/KaisersTTP08,
  author       = {Michael Kaisers and
                  Karl Tuyls and
                  Frank Thuijsman and
                  Simon Parsons},
  title        = {Auction Analysis by Normal Form Game Approximation},
  booktitle    = {Proceedings of the 2008 {IEEE/WIC/ACM} International Conference on
                  Intelligent Agent Technology, Sydney, NSW, Australia, December 9-12,
                  2008},
  pages        = {447--450},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/WIIAT.2008.261},
  doi          = {10.1109/WIIAT.2008.261},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/KaisersTTP08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ifip/RauterbergNTL08,
  author       = {Matthias Rauterberg and
                  Mark A. Neerincx and
                  Karl Tuyls and
                  Jack van Loon},
  editor       = {Paolo Ciancarini and
                  Ryohei Nakatsu and
                  Matthias Rauterberg and
                  Marco Roccetti},
  title        = {Entertainment Computing in the Orbit},
  booktitle    = {New Frontiers for Entertainment Computing - {IFIP} 20th World Computer
                  Congress, First {IFIP} Entertainment Computing Symposium, {ECS} 2008,
                  September 7-10, 2008, Milano, Italy},
  series       = {{IFIP}},
  volume       = {279},
  pages        = {59--70},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-0-387-09701-5\_6},
  doi          = {10.1007/978-0-387-09701-5\_6},
  timestamp    = {Fri, 27 Mar 2020 08:54:35 +0100},
  biburl       = {https://dblp.org/rec/conf/ifip/RauterbergNTL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/wiley/TuylsN08,
  author       = {Karl Tuyls and
                  Ann Now{\'{e}}},
  editor       = {Benjamin W. Wah},
  title        = {Introduction to Game Theory},
  booktitle    = {Wiley Encyclopedia of Computer Science and Engineering},
  publisher    = {John Wiley {\&} Sons, Inc.},
  year         = {2008},
  url          = {https://doi.org/10.1002/9780470050118.ecse168},
  doi          = {10.1002/9780470050118.ECSE168},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/reference/wiley/TuylsN08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/DonkersT08,
  author       = {H. H. L. M. Donkers and
                  Karl Tuyls},
  editor       = {Arpad Kelemen and
                  Ajith Abraham and
                  Yuehui Chen},
  title        = {Belief Networks for Bioinformatics},
  booktitle    = {Computational Intelligence in Bioinformatics},
  series       = {Studies in Computational Intelligence},
  volume       = {94},
  pages        = {75--111},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-76803-6\_3},
  doi          = {10.1007/978-3-540-76803-6\_3},
  timestamp    = {Wed, 14 Aug 2019 15:22:25 +0200},
  biburl       = {https://dblp.org/rec/series/sci/DonkersT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aamas/2007,
  editor       = {Karl Tuyls and
                  Ann Now{\'{e}} and
                  Zahia Guessoum and
                  Daniel Kudenko},
  title        = {Adaptive Agents and Multi-Agent Systems {III.} Adaptation and Multi-Agent
                  Learning, 5th, 6th, and 7th European Symposium, {ALAMAS} 2005-2007
                  on Adaptive and Learning Agents and Multi-Agent Systems, Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4865},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-77949-0},
  doi          = {10.1007/978-3-540-77949-0},
  isbn         = {978-3-540-77947-6},
  timestamp    = {Tue, 14 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aamas/2007.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0803-1555,
  author       = {Bart Kuijpers and
                  Vanessa Lemmens and
                  Bart Moelans and
                  Karl Tuyls},
  title        = {Privacy Preserving {ID3} over Horizontally, Vertically and Grid Partitioned
                  Data},
  journal      = {CoRR},
  volume       = {abs/0803.1555},
  year         = {2008},
  url          = {http://arxiv.org/abs/0803.1555},
  eprinttype    = {arXiv},
  eprint       = {0803.1555},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0803-1555.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/VerbeeckNPT07,
  author       = {Katja Verbeeck and
                  Ann Now{\'{e}} and
                  Johan Parent and
                  Karl Tuyls},
  title        = {Exploring selfish reinforcement learning in repeated games with stochastic
                  rewards},
  journal      = {Auton. Agents Multi Agent Syst.},
  volume       = {14},
  number       = {3},
  pages        = {239--269},
  year         = {2007},
  url          = {https://doi.org/10.1007/s10458-006-9007-0},
  doi          = {10.1007/S10458-006-9007-0},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aamas/VerbeeckNPT07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/TuylsP07,
  author       = {Karl Tuyls and
                  Simon Parsons},
  title        = {What evolutionary game theory tells us about multiagent learning},
  journal      = {Artif. Intell.},
  volume       = {171},
  number       = {7},
  pages        = {406--416},
  year         = {2007},
  url          = {https://doi.org/10.1016/j.artint.2007.01.004},
  doi          = {10.1016/J.ARTINT.2007.01.004},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ai/TuylsP07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aicom/WestraHBGT07,
  author       = {Ronald L. Westra and
                  Goele Hollanders and
                  Geert Jan Bex and
                  Marc Gyssens and
                  Karl Tuyls},
  title        = {The pattern memory of gene-protein networks},
  journal      = {{AI} Commun.},
  volume       = {20},
  number       = {4},
  pages        = {297--311},
  year         = {2007},
  url          = {http://content.iospress.com/articles/ai-communications/aic409},
  timestamp    = {Fri, 15 May 2015 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aicom/WestraHBGT07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/JongTVR07,
  author       = {Steven de Jong and
                  Karl Tuyls and
                  Katja Verbeeck and
                  Nico Roos},
  editor       = {Karl Tuyls and
                  Ann Now{\'{e}} and
                  Zahia Guessoum and
                  Daniel Kudenko},
  title        = {Priority Awareness: Towards a Computational Model of Human Fairness
                  for Multi-agent Systems},
  booktitle    = {Adaptive Agents and Multi-Agent Systems {III.} Adaptation and Multi-Agent
                  Learning, 5th, 6th, and 7th European Symposium, {ALAMAS} 2005-2007
                  on Adaptive and Learning Agents and Multi-Agent Systems, Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4865},
  pages        = {117--128},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-77949-0\_9},
  doi          = {10.1007/978-3-540-77949-0\_9},
  timestamp    = {Tue, 14 May 2019 10:00:42 +0200},
  biburl       = {https://dblp.org/rec/conf/aamas/JongTVR07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/LemmensJTN07,
  author       = {Nyree Lemmens and
                  Steven de Jong and
                  Karl Tuyls and
                  Ann Now{\'{e}}},
  editor       = {Karl Tuyls and
                  Ann Now{\'{e}} and
                  Zahia Guessoum and
                  Daniel Kudenko},
  title        = {Bee Behaviour in Multi-agent Systems},
  booktitle    = {Adaptive Agents and Multi-Agent Systems {III.} Adaptation and Multi-Agent
                  Learning, 5th, 6th, and 7th European Symposium, {ALAMAS} 2005-2007
                  on Adaptive and Learning Agents and Multi-Agent Systems, Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4865},
  pages        = {145--156},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-77949-0\_11},
  doi          = {10.1007/978-3-540-77949-0\_11},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/LemmensJTN07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/PanaitT07,
  author       = {Liviu Panait and
                  Karl Tuyls},
  editor       = {Edmund H. Durfee and
                  Makoto Yokoo and
                  Michael N. Huhns and
                  Onn Shehory},
  title        = {Theoretical advantages of lenient Q-learners: an evolutionary game
                  theoretic perspective},
  booktitle    = {6th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2007), Honolulu, Hawaii, USA, May 14-18, 2007},
  pages        = {40},
  publisher    = {{IFAAMAS}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1329125.1329173},
  doi          = {10.1145/1329125.1329173},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/PanaitT07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cia/HerikHKTV07,
  author       = {H. Jaap van den Herik and
                  Daniel Hennes and
                  Michael Kaisers and
                  Karl Tuyls and
                  Katja Verbeeck},
  editor       = {Matthias Klusch and
                  Koen V. Hindriks and
                  Mike P. Papazoglou and
                  Leon Sterling},
  title        = {Multi-agent Learning Dynamics: {A} Survey},
  booktitle    = {Cooperative Information Agents XI, 11th International Workshop, {CIA}
                  2007, Delft, The Netherlands, September 19-21, 2007, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4676},
  pages        = {36--56},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-75119-9\_4},
  doi          = {10.1007/978-3-540-75119-9\_4},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/cia/HerikHKTV07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/HollandersBGWT07,
  author       = {Goele Hollanders and
                  Geert Jan Bex and
                  Marc Gyssens and
                  Ronald L. Westra and
                  Karl Tuyls},
  editor       = {Joost N. Kok and
                  Jacek Koronacki and
                  Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
                  Stan Matwin and
                  Dunja Mladenic and
                  Andrzej Skowron},
  title        = {On Phase Transitions in Learning Sparse Networks},
  booktitle    = {Machine Learning: {ECML} 2007, 18th European Conference on Machine
                  Learning, Warsaw, Poland, September 17-21, 2007, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4701},
  pages        = {591--599},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-74958-5\_57},
  doi          = {10.1007/978-3-540-74958-5\_57},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/HollandersBGWT07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/kdecb/2006,
  editor       = {Karl Tuyls and
                  Ronald L. Westra and
                  Yvan Saeys and
                  Ann Now{\'{e}}},
  title        = {Knowledge Discovery and Emergent Complexity in Bioinformatics, First
                  International Workshop, {KDECB} 2006, Ghent, Belgium, May 10, 2006.
                  Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4366},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-71037-0},
  doi          = {10.1007/978-3-540-71037-0},
  isbn         = {978-3-540-71036-3},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdecb/2006.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/TuylsHV06,
  author       = {Karl Tuyls and
                  Pieter Jan't Hoen and
                  Bram Vanschoenwinkel},
  title        = {An Evolutionary Dynamical Analysis of Multi-Agent Learning in Iterated
                  Games},
  journal      = {Auton. Agents Multi Agent Syst.},
  volume       = {12},
  number       = {1},
  pages        = {115--153},
  year         = {2006},
  url          = {https://doi.org/10.1007/s10458-005-3783-9},
  doi          = {10.1007/S10458-005-3783-9},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aamas/TuylsHV06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cimca/JongTS06,
  author       = {Steven de Jong and
                  Karl Tuyls and
                  Ida G. Sprinkhuizen{-}Kuyper},
  title        = {Robust and Scalable Coordination of Potential-Field Driven Agents},
  booktitle    = {2006 International Conference on Computational Intelligence for Modelling
                  Control and Automation {(CIMCA} 2006), International Conference on
                  Intelligent Agents, Web Technologies and Internet Commerce {(IAWTIC}
                  2006), 29 November - 1 December 2006, Sydney, Australia},
  pages        = {230},
  publisher    = {{IEEE} Computer Society},
  year         = {2006},
  url          = {https://doi.org/10.1109/CIMCA.2006.191},
  doi          = {10.1109/CIMCA.2006.191},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cimca/JongTS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/Torben-NielsenTP06,
  author       = {Ben Torben{-}Nielsen and
                  Karl Tuyls and
                  Eric O. Postma},
  title        = {Shaping Realistic Neuronal Morphologies: An Evolutionary Computation
                  Method},
  booktitle    = {Proceedings of the International Joint Conference on Neural Networks,
                  {IJCNN} 2006, part of the {IEEE} World Congress on Computational Intelligence,
                  {WCCI} 2006, Vancouver, BC, Canada, 16-21 July 2006},
  pages        = {573--580},
  publisher    = {{IEEE}},
  year         = {2006},
  url          = {https://doi.org/10.1109/IJCNN.2006.246733},
  doi          = {10.1109/IJCNN.2006.246733},
  timestamp    = {Tue, 10 Aug 2021 14:29:47 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcnn/Torben-NielsenTP06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdecb/WestraTSN06,
  author       = {Ronald L. Westra and
                  Karl Tuyls and
                  Yvan Saeys and
                  Ann Now{\'{e}}},
  editor       = {Karl Tuyls and
                  Ronald L. Westra and
                  Yvan Saeys and
                  Ann Now{\'{e}}},
  title        = {Knowledge Discovery and Emergent Complexity in Bioinformatics},
  booktitle    = {Knowledge Discovery and Emergent Complexity in Bioinformatics, First
                  International Workshop, {KDECB} 2006, Ghent, Belgium, May 10, 2006.
                  Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4366},
  pages        = {1--9},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/978-3-540-71037-0\_1},
  doi          = {10.1007/978-3-540-71037-0\_1},
  timestamp    = {Mon, 15 Jun 2020 17:00:20 +0200},
  biburl       = {https://dblp.org/rec/conf/kdecb/WestraTSN06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdecb/Torben-NielsenTP06,
  author       = {Ben Torben{-}Nielsen and
                  Karl Tuyls and
                  Eric O. Postma},
  editor       = {Karl Tuyls and
                  Ronald L. Westra and
                  Yvan Saeys and
                  Ann Now{\'{e}}},
  title        = {On the Neuronal Morphology-Function Relationship: {A} Synthetic Approach},
  booktitle    = {Knowledge Discovery and Emergent Complexity in Bioinformatics, First
                  International Workshop, {KDECB} 2006, Ghent, Belgium, May 10, 2006.
                  Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4366},
  pages        = {131--144},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/978-3-540-71037-0\_9},
  doi          = {10.1007/978-3-540-71037-0\_9},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdecb/Torben-NielsenTP06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdecb/WestraHBGT06,
  author       = {Ronald L. Westra and
                  Goele Hollanders and
                  Geert Jan Bex and
                  Marc Gyssens and
                  Karl Tuyls},
  editor       = {Karl Tuyls and
                  Ronald L. Westra and
                  Yvan Saeys and
                  Ann Now{\'{e}}},
  title        = {The Identification of Dynamic Gene-Protein Networks},
  booktitle    = {Knowledge Discovery and Emergent Complexity in Bioinformatics, First
                  International Workshop, {KDECB} 2006, Ghent, Belgium, May 10, 2006.
                  Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4366},
  pages        = {157--170},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/978-3-540-71037-0\_11},
  doi          = {10.1007/978-3-540-71037-0\_11},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdecb/WestraHBGT06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vldb/BexNST06,
  author       = {Geert Jan Bex and
                  Frank Neven and
                  Thomas Schwentick and
                  Karl Tuyls},
  editor       = {Umeshwar Dayal and
                  Kyu{-}Young Whang and
                  David B. Lomet and
                  Gustavo Alonso and
                  Guy M. Lohman and
                  Martin L. Kersten and
                  Sang Kyun Cha and
                  Young{-}Kuk Kim},
  title        = {Inference of Concise DTDs from {XML} Data},
  booktitle    = {Proceedings of the 32nd International Conference on Very Large Data
                  Bases, Seoul, Korea, September 12-15, 2006},
  pages        = {115--126},
  publisher    = {{ACM}},
  year         = {2006},
  url          = {http://dl.acm.org/citation.cfm?id=1164139},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/vldb/BexNST06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/lamas/2005,
  editor       = {Karl Tuyls and
                  Pieter Jan't Hoen and
                  Katja Verbeeck and
                  Sandip Sen},
  title        = {Learning and Adaption in Multi-Agent Systems, First International
                  Workshop, {LAMAS} 2005, Utrecht, The Netherlands, July 25, 2005, Revised
                  Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {3898},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/11691839},
  doi          = {10.1007/11691839},
  isbn         = {3-540-33053-4},
  timestamp    = {Tue, 14 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/lamas/2005.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ker/TuylsN05,
  author       = {Karl Tuyls and
                  Ann Now{\'{e}}},
  title        = {Evolutionary game theory and multi-agent reinforcement learning},
  journal      = {Knowl. Eng. Rev.},
  volume       = {20},
  number       = {1},
  pages        = {63--90},
  year         = {2005},
  url          = {https://doi.org/10.1017/S026988890500041X},
  doi          = {10.1017/S026988890500041X},
  timestamp    = {Thu, 27 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ker/TuylsN05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/VerbeeckNPT05,
  author       = {Katja Verbeeck and
                  Ann Now{\'{e}} and
                  Maarten Peeters and
                  Karl Tuyls},
  editor       = {Daniel Kudenko and
                  Dimitar Kazakov and
                  Eduardo Alonso},
  title        = {Multi-agent Reinforcement Learning in Stochastic Single and Multi-stage
                  Games},
  booktitle    = {Adaptive Agents and Multi-Agent Systems {II:} Adaptation and Multi-Agent
                  Learning},
  series       = {Lecture Notes in Computer Science},
  volume       = {3394},
  pages        = {275--294},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/978-3-540-32274-0\_18},
  doi          = {10.1007/978-3-540-32274-0\_18},
  timestamp    = {Tue, 14 May 2019 10:00:42 +0200},
  biburl       = {https://dblp.org/rec/conf/aamas/VerbeeckNPT05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/VerbeeckNT05,
  author       = {Katja Verbeeck and
                  Ann Now{\'{e}} and
                  Karl Tuyls},
  editor       = {Frank Dignum and
                  Virginia Dignum and
                  Sven Koenig and
                  Sarit Kraus and
                  Munindar P. Singh and
                  Michael J. Wooldridge},
  title        = {Coordinated exploration in multi-agent reinforcement learning: an
                  application to load-balancing},
  booktitle    = {4th International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2005), July 25-29, 2005, Utrecht, The Netherlands},
  pages        = {1105--1106},
  publisher    = {{ACM}},
  year         = {2005},
  url          = {https://doi.org/10.1145/1082473.1082645},
  doi          = {10.1145/1082473.1082645},
  timestamp    = {Fri, 26 Apr 2019 14:26:42 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/VerbeeckNT05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bnaic/VylderT05,
  author       = {Bart De Vylder and
                  Karl Tuyls},
  editor       = {Katja Verbeeck and
                  Karl Tuyls and
                  Ann Now{\'{e}} and
                  Bernard Manderick and
                  Bart Kuijpers},
  title        = {Towards a Common Lexicon in The Naming Game: The Dynamics of Synonymy
                  Reduction},
  booktitle    = {{BNAIC} 2005 - Proceedings of the Seventeenth Belgium-Netherlands
                  Conference on Artificial Intelligence, Brussels, Belgium, October
                  17-18, 2005},
  pages        = {112--119},
  publisher    = {Koninklijke Vlaamse Academie van Belie voor Wetenschappen en Kunsten},
  year         = {2005},
  timestamp    = {Thu, 08 Dec 2005 07:17:40 +0100},
  biburl       = {https://dblp.org/rec/conf/bnaic/VylderT05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eumas/TuylsK05,
  author       = {Karl Tuyls and
                  Bart Kuijpers},
  editor       = {Marie{-}Pierre Gleizes and
                  Gal A. Kaminka and
                  Ann Now{\'{e}} and
                  Sascha Ossowski and
                  Karl Tuyls and
                  Katja Verbeeck},
  title        = {Privacy in Multi-Agent Learning: Securely Inducing a Multi-Agent Decision
                  Tree},
  booktitle    = {{EUMAS} 2005 - Proceedings of the Third European Workshop on Multi-Agent
                  Systems, Brussels, Belgium, December 7-8, 2005},
  pages        = {427--438},
  publisher    = {Koninklijke Vlaamse Academie van Belie voor Wetenschappen en Kunsten},
  year         = {2005},
  timestamp    = {Mon, 07 Oct 2019 16:15:28 +0200},
  biburl       = {https://dblp.org/rec/conf/eumas/TuylsK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lamas/HoenTPLP05,
  author       = {Pieter Jan't Hoen and
                  Karl Tuyls and
                  Liviu Panait and
                  Sean Luke and
                  Johannes A. La Poutr{\'{e}}},
  editor       = {Karl Tuyls and
                  Pieter Jan't Hoen and
                  Katja Verbeeck and
                  Sandip Sen},
  title        = {An Overview of Cooperative and Competitive Multiagent Learning},
  booktitle    = {Learning and Adaption in Multi-Agent Systems, First International
                  Workshop, {LAMAS} 2005, Utrecht, The Netherlands, July 25, 2005, Revised
                  Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {3898},
  pages        = {1--46},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11691839\_1},
  doi          = {10.1007/11691839\_1},
  timestamp    = {Tue, 14 May 2019 10:00:47 +0200},
  biburl       = {https://dblp.org/rec/conf/lamas/HoenTPLP05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lamas/CroonenborghsTRB05,
  author       = {Tom Croonenborghs and
                  Karl Tuyls and
                  Jan Ramon and
                  Maurice Bruynooghe},
  editor       = {Karl Tuyls and
                  Pieter Jan't Hoen and
                  Katja Verbeeck and
                  Sandip Sen},
  title        = {Multi-agent Relational Reinforcement Learning},
  booktitle    = {Learning and Adaption in Multi-Agent Systems, First International
                  Workshop, {LAMAS} 2005, Utrecht, The Netherlands, July 25, 2005, Revised
                  Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {3898},
  pages        = {192--206},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11691839\_12},
  doi          = {10.1007/11691839\_12},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/lamas/CroonenborghsTRB05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/bnaic/2005,
  editor       = {Katja Verbeeck and
                  Karl Tuyls and
                  Ann Now{\'{e}} and
                  Bernard Manderick and
                  Bart Kuijpers},
  title        = {{BNAIC} 2005 - Proceedings of the Seventeenth Belgium-Netherlands
                  Conference on Artificial Intelligence, Brussels, Belgium, October
                  17-18, 2005},
  publisher    = {Koninklijke Vlaamse Academie van Belie voor Wetenschappen en Kunsten},
  year         = {2005},
  timestamp    = {Thu, 08 Dec 2005 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bnaic/2005.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/eumas/2005,
  editor       = {Marie{-}Pierre Gleizes and
                  Gal A. Kaminka and
                  Ann Now{\'{e}} and
                  Sascha Ossowski and
                  Karl Tuyls and
                  Katja Verbeeck},
  title        = {{EUMAS} 2005 - Proceedings of the Third European Workshop on Multi-Agent
                  Systems, Brussels, Belgium, December 7-8, 2005},
  publisher    = {Koninklijke Vlaamse Academie van Belie voor Wetenschappen en Kunsten},
  year         = {2005},
  timestamp    = {Mon, 07 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eumas/2005.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/synthese/TuylsNLM04,
  author       = {Karl Tuyls and
                  Ann Now{\'{e}} and
                  Tom Lenaerts and
                  Bernard Manderick},
  title        = {An Evolutionary Game Theoretic Perspective on Learning in Multi-Agent
                  Systems},
  journal      = {Synth.},
  volume       = {139},
  number       = {2},
  pages        = {297--330},
  year         = {2004},
  url          = {https://doi.org/10.1023/B:SYNT.0000024908.89191.f1},
  doi          = {10.1023/B:SYNT.0000024908.89191.F1},
  timestamp    = {Thu, 09 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/synthese/TuylsNLM04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/HoenT04,
  author       = {Pieter Jan't Hoen and
                  Karl Tuyls},
  editor       = {Jean{-}Fran{\c{c}}ois Boulicaut and
                  Floriana Esposito and
                  Fosca Giannotti and
                  Dino Pedreschi},
  title        = {Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics},
  booktitle    = {Machine Learning: {ECML} 2004, 15th European Conference on Machine
                  Learning, Pisa, Italy, September 20-24, 2004, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3201},
  pages        = {168--179},
  publisher    = {Springer},
  year         = {2004},
  url          = {https://doi.org/10.1007/978-3-540-30115-8\_18},
  doi          = {10.1007/978-3-540-30115-8\_18},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/HoenT04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/TuylsVL03,
  author       = {Karl Tuyls and
                  Katja Verbeeck and
                  Tom Lenaerts},
  title        = {A selection-mutation model for q-learning in multi-agent systems},
  booktitle    = {The Second International Joint Conference on Autonomous Agents {\&}
                  Multiagent Systems, {AAMAS} 2003, July 14-18, 2003, Melbourne, Victoria,
                  Australia, Proceedings},
  pages        = {693--700},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/860575.860687},
  doi          = {10.1145/860575.860687},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/TuylsVL03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ceemas/TuylsVM03,
  author       = {Karl Tuyls and
                  Katja Verbeeck and
                  Sam Maes},
  editor       = {Vladim{\'{\i}}r Mar{\'{\i}}k and
                  J{\"{o}}rg P. M{\"{u}}ller and
                  Michal Pechoucek},
  title        = {On a Dynamical Analysis of Reinforcement Learning in Games: Emergence
                  of Occam's Razor},
  booktitle    = {Multi-Agent Systems and Applications III, 3rd International Central
                  and Eastern European Conference on Multi-Agent Systems, {CEEMAS} 2003,
                  Prague, Czech Republic, June 16-18, 2003, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2691},
  pages        = {335--344},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/3-540-45023-8\_32},
  doi          = {10.1007/3-540-45023-8\_32},
  timestamp    = {Sun, 02 Jun 2019 21:12:34 +0200},
  biburl       = {https://dblp.org/rec/conf/ceemas/TuylsVM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/TuylsHNM03,
  author       = {Karl Tuyls and
                  Dries Heytens and
                  Ann Now{\'{e}} and
                  Bernard Manderick},
  editor       = {Nada Lavrac and
                  Dragan Gamberger and
                  Ljupco Todorovski and
                  Hendrik Blockeel},
  title        = {Extended Replicator Dynamics as a Key to Reinforcement Learning in
                  Multi-agent Systems},
  booktitle    = {Machine Learning: {ECML} 2003, 14th European Conference on Machine
                  Learning, Cavtat-Dubrovnik, Croatia, September 22-26, 2003, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2837},
  pages        = {421--431},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/978-3-540-39857-8\_38},
  doi          = {10.1007/978-3-540-39857-8\_38},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/TuylsHNM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/TuylsMM02,
  author       = {Karl Tuyls and
                  Sam Maes and
                  Bernard Manderick},
  editor       = {M. Arif Wani and
                  Hamid R. Arabnia and
                  Krzysztof J. Cios and
                  Khalid Hafeez and
                  Graham Kendall},
  title        = {Q-Learning in Simulated Robotic Soccer - Large State Spaces and Incomplete
                  Information},
  booktitle    = {Proceedings of the 2002 International Conference on Machine Learning
                  and Applications - {ICMLA} 2002, June 24-27, 2002, Las Vegas, Nevada,
                  {USA}},
  pages        = {226--232},
  publisher    = {{CSREA} Press},
  year         = {2002},
  timestamp    = {Tue, 11 May 2004 16:10:43 +0200},
  biburl       = {https://dblp.org/rec/conf/icmla/TuylsMM02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/robocup/TuylsMM02,
  author       = {Karl Tuyls and
                  Sam Maes and
                  Bernard Manderick},
  editor       = {Gal A. Kaminka and
                  Pedro U. Lima and
                  Ra{\'{u}}l Rojas},
  title        = {Reinforcement Learning in Large State Spaces},
  booktitle    = {RoboCup 2002: Robot Soccer World Cup {VI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {2752},
  pages        = {319--326},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/978-3-540-45135-8\_27},
  doi          = {10.1007/978-3-540-45135-8\_27},
  timestamp    = {Mon, 23 Nov 2020 14:36:01 +0100},
  biburl       = {https://dblp.org/rec/conf/robocup/TuylsMM02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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