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ORCIDBibTeX 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}
}
@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/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 = {Fri, 02 Feb 2024 12:00:39 +0100},
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 = {Mon, 05 Feb 2024 00:00:00 +0100},
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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