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BibTeX records: Kamil Faber
@article{DBLP:journals/access/FaberCSJ24, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Nathalie Japkowicz}, title = {Lifelong Continual Learning for Anomaly Detection: New Challenges, Perspectives, and Insights}, journal = {{IEEE} Access}, volume = {12}, pages = {41364--41380}, year = {2024}, url = {https://doi.org/10.1109/ACCESS.2024.3377690}, doi = {10.1109/ACCESS.2024.3377690}, timestamp = {Mon, 15 Apr 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/access/FaberCSJ24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/gecco/PietronZFCW24, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo and Anna W{\'{o}}jcik}, editor = {Xiaodong Li and Julia Handl}, title = {AD-NEv++ - The multi-architecture neuroevolution-based multivariate anomaly detection framework}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference Companion, {GECCO} 2024, Melbourne, VIC, Australia, July 14-18, 2024}, pages = {607--610}, publisher = {{ACM}}, year = {2024}, url = {https://doi.org/10.1145/3638530.3654360}, doi = {10.1145/3638530.3654360}, timestamp = {Thu, 22 Aug 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/gecco/PietronZFCW24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iccS/PietronZFC24, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo}, editor = {Leonardo Franco and Cl{\'{e}}lia de Mulatier and Maciej Paszynski and Valeria V. Krzhizhanovskaya and Jack J. Dongarra and Peter M. A. Sloot}, title = {Towards Efficient Deep Autoencoders for Multivariate Time Series Anomaly Detection}, booktitle = {Computational Science - {ICCS} 2024 - 24th International Conference, Malaga, Spain, July 2-4, 2024, Proceedings, Part {III}}, series = {Lecture Notes in Computer Science}, volume = {14834}, pages = {461--469}, publisher = {Springer}, year = {2024}, url = {https://doi.org/10.1007/978-3-031-63759-9\_46}, doi = {10.1007/978-3-031-63759-9\_46}, timestamp = {Sun, 04 Aug 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/iccS/PietronZFC24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2403-02429, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo}, title = {Towards efficient deep autoencoders for multivariate time series anomaly detection}, journal = {CoRR}, volume = {abs/2403.02429}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2403.02429}, doi = {10.48550/ARXIV.2403.02429}, eprinttype = {arXiv}, eprint = {2403.02429}, timestamp = {Tue, 02 Apr 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2403-02429.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2404-07968, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo}, title = {AD-NEv++ : The multi-architecture neuroevolution-based multivariate anomaly detection framework}, journal = {CoRR}, volume = {abs/2404.07968}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2404.07968}, doi = {10.48550/ARXIV.2404.07968}, eprinttype = {arXiv}, eprint = {2404.07968}, timestamp = {Thu, 16 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2404-07968.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/nn/FaberCSJ23, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Nathalie Japkowicz}, title = {{VLAD:} Task-agnostic VAE-based lifelong anomaly detection}, journal = {Neural Networks}, volume = {165}, pages = {248--273}, year = {2023}, url = {https://doi.org/10.1016/j.neunet.2023.05.032}, doi = {10.1016/J.NEUNET.2023.05.032}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/nn/FaberCSJ23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/bigdataconf/FaberSC23, author = {Kamil Faber and Bartlomiej Sniezynski and Roberto Corizzo}, editor = {Jingrui He and Themis Palpanas and Xiaohua Hu and Alfredo Cuzzocrea and Dejing Dou and Dominik Slezak and Wei Wang and Aleksandra Gruca and Jerry Chun{-}Wei Lin and Rakesh Agrawal}, title = {Distributed Continual Intrusion Detection: {A} Collaborative Replay Framework}, booktitle = {{IEEE} International Conference on Big Data, BigData 2023, Sorrento, Italy, December 15-18, 2023}, pages = {3255--3263}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/BigData59044.2023.10386211}, doi = {10.1109/BIGDATA59044.2023.10386211}, timestamp = {Tue, 20 Aug 2024 07:54:43 +0200}, biburl = {https://dblp.org/rec/conf/bigdataconf/FaberSC23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ecai/PietronZFC23, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo}, editor = {Kobi Gal and Ann Now{\'{e}} and Grzegorz J. Nalepa and Roy Fairstein and Roxana Radulescu}, title = {Ada-QPacknet - Multi-Task Forget-Free Continual Learning with Quantization Driven Adaptive Pruning}, booktitle = {{ECAI} 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Krak{\'{o}}w, Poland - Including 12th Conference on Prestigious Applications of Intelligent Systems {(PAIS} 2023)}, series = {Frontiers in Artificial Intelligence and Applications}, volume = {372}, pages = {1882--1889}, publisher = {{IOS} Press}, year = {2023}, url = {https://doi.org/10.3233/FAIA230477}, doi = {10.3233/FAIA230477}, timestamp = {Fri, 27 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ecai/PietronZFC23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ijcnn/ZurekCKPF23, author = {Dominik Zurek and Roberto Corizzo and Michal Karwatowski and Marcin Pietron and Kamil Faber}, title = {Transformed-*: {A} domain-incremental lifelong learning scenario generation framework}, booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2023, Gold Coast, Australia, June 18-23, 2023}, pages = {1--10}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/IJCNN54540.2023.10191200}, doi = {10.1109/IJCNN54540.2023.10191200}, timestamp = {Sun, 12 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/ijcnn/ZurekCKPF23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2303-07557, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Nathalie Japkowicz}, title = {Lifelong Learning for Anomaly Detection: New Challenges, Perspectives, and Insights}, journal = {CoRR}, volume = {abs/2303.07557}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2303.07557}, doi = {10.48550/ARXIV.2303.07557}, eprinttype = {arXiv}, eprint = {2303.07557}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2303-07557.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2303-11076, author = {Kamil Faber and Dominik Zurek and Marcin Pietron and Nathalie Japkowicz and Antonio Vergari and Roberto Corizzo}, title = {From {MNIST} to ImageNet and Back: Benchmarking Continual Curriculum Learning}, journal = {CoRR}, volume = {abs/2303.11076}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2303.11076}, doi = {10.48550/ARXIV.2303.11076}, eprinttype = {arXiv}, eprint = {2303.11076}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2303-11076.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-16497, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo}, title = {{AD-NEV:} {A} Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection}, journal = {CoRR}, volume = {abs/2305.16497}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.16497}, doi = {10.48550/ARXIV.2305.16497}, eprinttype = {arXiv}, eprint = {2305.16497}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-16497.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2308-07939, author = {Marcin Pietron and Dominik Zurek and Kamil Faber and Roberto Corizzo}, title = {Ada-QPacknet - adaptive pruning with bit width reduction as an efficient continual learning method without forgetting}, journal = {CoRR}, volume = {abs/2308.07939}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2308.07939}, doi = {10.48550/ARXIV.2308.07939}, eprinttype = {arXiv}, eprint = {2308.07939}, timestamp = {Wed, 23 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2308-07939.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aiml2/SurDRFGHTGSJJBK22, author = {Indranil Sur and Zachary Daniels and Abrar Rahman and Kamil Faber and Gianmarco J. Gallardo and Tyler L. Hayes and Cameron E. Taylor and Mustafa Burak Gurbuz and James Seale Smith and Sahana Pramod Joshi and Nathalie Japkowicz and Michael Baron and Zsolt Kira and Christopher Kanan and Roberto Corizzo and Ajay Divakaran and Michael R. Piacentino and Jesse Hostetler and Aswin Raghavan}, title = {System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games}, booktitle = {Proceedings of the Second International Conference on {AI-ML} Systems, AIMLSystems 2022, Bangalore, India, October 12-15, 2022}, pages = {12:1--12:9}, publisher = {{ACM}}, year = {2022}, url = {https://doi.org/10.1145/3564121.3565236}, doi = {10.1145/3564121.3565236}, timestamp = {Thu, 08 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/aiml2/SurDRFGHTGSJJBK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/collas/DanielsRHRSPDCF22, author = {Zachary Alan Daniels and Aswin Raghavan and Jesse Hostetler and Abrar Rahman and Indranil Sur and Michael R. Piacentino and Ajay Divakaran and Roberto Corizzo and Kamil Faber and Nathalie Japkowicz and Michael Baron and James Seale Smith and Sahana Pramod Joshi and Zsolt Kira and Cameron Ethan Taylor and Mustafa Burak Gurbuz and Constantine Dovrolis and Tyler L. Hayes and Christopher Kanan and Jhair Gallardo}, editor = {Sarath Chandar and Razvan Pascanu and Doina Precup}, title = {Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2}, booktitle = {Conference on Lifelong Learning Agents, CoLLAs 2022, 22-24 August 2022, McGill University, Montr{\'{e}}al, Qu{\'{e}}bec, Canada}, series = {Proceedings of Machine Learning Research}, volume = {199}, pages = {1120--1145}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v199/daniels22a.html}, timestamp = {Thu, 08 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/collas/DanielsRHRSPDCF22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/dsaa/FaberCSJ22, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Nathalie Japkowicz}, editor = {Joshua Zhexue Huang and Yi Pan and Barbara Hammer and Muhammad Khurram Khan and Xing Xie and Laizhong Cui and Yulin He}, title = {Active Lifelong Anomaly Detection with Experience Replay}, booktitle = {9th {IEEE} International Conference on Data Science and Advanced Analytics, {DSAA} 2022, Shenzhen, China, October 13-16, 2022}, pages = {1--10}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/DSAA54385.2022.10032405}, doi = {10.1109/DSAA54385.2022.10032405}, timestamp = {Thu, 11 Jul 2024 10:42:47 +0200}, biburl = {https://dblp.org/rec/conf/dsaa/FaberCSJ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ijcnn/FaberCSBJ22, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Michael Baron and Nathalie Japkowicz}, title = {{LIFEWATCH:} Lifelong Wasserstein Change Point Detection}, booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua, Italy, July 18-23, 2022}, pages = {1--8}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/IJCNN55064.2022.9892891}, doi = {10.1109/IJCNN55064.2022.9892891}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/ijcnn/FaberCSBJ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2201-07125, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Michael Baron and Nathalie Japkowicz}, title = {{WATCH:} Wasserstein Change Point Detection for High-Dimensional Time Series Data}, journal = {CoRR}, volume = {abs/2201.07125}, year = {2022}, url = {https://arxiv.org/abs/2201.07125}, eprinttype = {arXiv}, eprint = {2201.07125}, timestamp = {Fri, 21 Jan 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2201-07125.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2212-04603, author = {Indranil Sur and Zachary Daniels and Abrar Rahman and Kamil Faber and Gianmarco J. Gallardo and Tyler L. Hayes and Cameron E. Taylor and Mustafa Burak Gurbuz and James Seale Smith and Sahana Pramod Joshi and Nathalie Japkowicz and Michael Baron and Zsolt Kira and Christopher Kanan and Roberto Corizzo and Ajay Divakaran and Michael R. Piacentino and Jesse Hostetler and Aswin Raghavan}, title = {System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games}, journal = {CoRR}, volume = {abs/2212.04603}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2212.04603}, doi = {10.48550/ARXIV.2212.04603}, eprinttype = {arXiv}, eprint = {2212.04603}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2212-04603.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/entropy/FaberPZ21, author = {Kamil Faber and Marcin Pietron and Dominik Zurek}, title = {Ensemble Neuroevolution-Based Approach for Multivariate Time Series Anomaly Detection}, journal = {Entropy}, volume = {23}, number = {11}, pages = {1466}, year = {2021}, url = {https://doi.org/10.3390/e23111466}, doi = {10.3390/E23111466}, timestamp = {Thu, 25 Apr 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/entropy/FaberPZ21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/bigdataconf/FaberCSBJ21, author = {Kamil Faber and Roberto Corizzo and Bartlomiej Sniezynski and Michael Baron and Nathalie Japkowicz}, editor = {Yixin Chen and Heiko Ludwig and Yicheng Tu and Usama M. Fayyad and Xingquan Zhu and Xiaohua Hu and Suren Byna and Xiong Liu and Jianping Zhang and Shirui Pan and Vagelis Papalexakis and Jianwu Wang and Alfredo Cuzzocrea and Carlos Ordonez}, title = {{WATCH:} Wasserstein Change Point Detection for High-Dimensional Time Series Data}, booktitle = {2021 {IEEE} International Conference on Big Data (Big Data), Orlando, FL, USA, December 15-18, 2021}, pages = {4450--4459}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/BigData52589.2021.9671962}, doi = {10.1109/BIGDATA52589.2021.9671962}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/bigdataconf/FaberCSBJ21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ccgrid/FaberFS21, author = {Kamil Faber and Lukasz Faber and Bartlomiej Sniezynski}, editor = {Laurent Lef{\`{e}}vre and Stacy Patterson and Young Choon Lee and Haiying Shen and Shashikant Ilager and Mohammad Goudarzi and Adel Nadjaran Toosi and Rajkumar Buyya}, title = {Autoencoder-based {IDS} for cloud and mobile devices}, booktitle = {21st {IEEE/ACM} International Symposium on Cluster, Cloud and Internet Computing, CCGrid 2021, Melbourne, Australia, May 10-13, 2021}, pages = {728--736}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/CCGrid51090.2021.00088}, doi = {10.1109/CCGRID51090.2021.00088}, timestamp = {Thu, 23 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ccgrid/FaberFS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2108-03585, author = {Kamil Faber and Dominik Zurek and Marcin Pietron and Kamil Pietak}, title = {Ensemble neuroevolution based approach for multivariate time series anomaly detection}, journal = {CoRR}, volume = {abs/2108.03585}, year = {2021}, url = {https://arxiv.org/abs/2108.03585}, eprinttype = {arXiv}, eprint = {2108.03585}, timestamp = {Wed, 11 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2108-03585.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2112-05640, author = {Marcin Pietron and Dominik Zurek and Kamil Faber}, title = {Fast and scalable neuroevolution deep learning architecture search for multivariate anomaly detection}, journal = {CoRR}, volume = {abs/2112.05640}, year = {2021}, url = {https://arxiv.org/abs/2112.05640}, eprinttype = {arXiv}, eprint = {2112.05640}, timestamp = {Tue, 14 Dec 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2112-05640.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icip/KosovSFTS09, author = {Sergey Kosov and Kristina Scherbaum and Kamil Faber and Thorsten Thorm{\"{a}}hlen and Hans{-}Peter Seidel}, title = {Rapid stereo-vision enhanced face detection}, booktitle = {Proceedings of the International Conference on Image Processing, {ICIP} 2009, 7-10 November 2009, Cairo, Egypt}, pages = {1221--1224}, publisher = {{IEEE}}, year = {2009}, url = {https://doi.org/10.1109/ICIP.2009.5413675}, doi = {10.1109/ICIP.2009.5413675}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icip/KosovSFTS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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