Publikationen

@inproceedings{Lange2023,

title = {Improving Reinforcement Learning Efficiency with Auxiliary Tasks in Non-Visual Environments: A Comparison},

author = {Moritz Lange and Noah Krystiniak and Raphael C. Engelhardt and Wolfgang Konen and Laurenz Wiskott},

editor = {Giuseppe Nicosia and Panos Pardalos and others},

url = {https://link.springer.com/book/10.1007/978-3-031-53969-5},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22-26, 2023, Revised Selected Papers},

publisher = {Springer Nature Switzerland},

note = {Best Paper Award},

keywords = {auxiliary tasks, reinforcement learning, Representation learning, RL3},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Engelhardt2022,

title = {Sample-based Rule Extraction for Explainable Reinforcement Learning},

author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},

url = {https://www.gm.fh-koeln.de/ciopwebpub/Engelh22a.d/Engelh22a.pdf},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {8th International Conference on machine Learning, Optimization, and Data Science (LOD2022)},

keywords = {decision trees, deep learning, explainable AI, reinforcement learning, RL3},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{engelh21,

title = {Shedding light into the black box of reinforcement learning - extended abstract},

author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},

editor = {Barbara Hammer and Malte Schilling and Laurenz Wiskott},

url = {https://dataninja.nrw/wp-content/uploads/2021/09/1_Engelhardt_SheddingLight_Abstract.pdf},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {Workshop on Trustworthy AI in the Wild (at: KI 2021 - German Conf. on AI)},

keywords = {decision trees, deep learning, explainable AI, reinforcement learning, RL3},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Konen20b,

title = {Reinforcement Learning for N-Player Games: The Importance of Final Adaptation},

author = {Wolfgang Konen and Samineh Bagheri},

editor = {Massimiliano Vasile and Bogdan Filipic },

url = {https://www.gm.fh-koeln.de/ciopwebpub/Konen20b.d/bioma20-TDNTuple.pdf},

year  = {2020},

date = {2020-10-01},

urldate = {2020-10-01},

booktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)

},

address = {Bruxelles. Video (15 min) + slides available at https://youtu.be/OcpX7ITeH9w},

keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Konen19b,

title = {General Board Game Playing for Education and Research in Generic AI Game Learning},

author = {Wolfgang Konen},

editor = {Diego Perez and Sanaz Mostaghim and Simon Lucas},

url = {https://arxiv.org/pdf/1907.06508},

year  = {2019},

date = {2019-08-20},

booktitle = {IEEE Conference on Games},

address = {London},

keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Kone14a,

title = {Adaptation in Nonlinear Learning Models for Nonstationary Tasks},

author = { Wolfgang Konen and Patrick Koch},

editor = {Bartz-Beielstein, T. and Filipic, B.},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Kone14a-Adaptation.pdf},

year  = {2014},

date = {2014-09-01},

booktitle = {PPSN'2014: 13th International Conference on Parallel Problem Solving From Nature, Ljubljana},

pages = {292--301},

publisher = {Springer},

address = {Heidelberg},

keywords = {Game Learning, learning, reinforcement learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thil14,

title = {Temporal Difference Learning with Eligibility Traces for the Game Connect-4},

author = { Markus Thill and Samineh Bagheri and Patrick Koch and Wolfgang Konen},

editor = {Preuss, Mike and Rudolph, Günther},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/ThillCIG2014.pdf},

year  = {2014},

date = {2014-01-01},

booktitle = {CIG'2014, International Conference on Computational Intelligence in Games, Dortmund},

pages = {84 -- 91},

keywords = {CI, Game Learning, learning, reinforcement learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thil12,

title = {Reinforcement learning with n-tuples on the game Connect-4},

author = { Markus Thill and Patrick Koch and Wolfgang Konen},

editor = {Coello Coello, Carlos and Cutello, Vincenzo and others},

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thi12.d/Thil12.pdf},

year  = {2012},

date = {2012-09-01},

booktitle = {PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina},

pages = {184--194},

publisher = {Springer},

address = {Heidelberg},

keywords = {CI, Game Learning, learning, reinforcement learning, SOMA},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Kone09a,

title = {Reinforcement learning for games: failures and successes -- CMA-ES and TDL in comparision},

author = { Wolfgang Konen and Thomas Bartz-Beielstein},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/evo-reinforce-GECCO2009.pdf},

doi = {http://doi.acm.org/10.1145/1570256.1570375},

year  = {2009},

date = {2009-01-01},

booktitle = {GECCO '09: Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference},

pages = {2641--2648},

publisher = {ACM},

address = {Montreal, Québec, Canada},

keywords = {CI, CMA, Game Learning, learning, reinforcement learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Kone08a,

title = {Reinforcement Learning: Insights from Interesting Failures in Parameter Selection},

author = { Wolfgang Konen and Thomas Bartz-Beielstein},

editor = {Rudolph, Günter and others},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/ppsn2008.pdf},

year  = {2008},

date = {2008-09-01},

booktitle = {PPSN'2008: 10th International Conference on Parallel Problem Solving From Nature, Dortmund},

pages = {478--487},

publisher = {Springer},

address = {Berlin},

keywords = {CI, Game Learning, learning, reinforcement learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Lange2023,

title = {Improving Reinforcement Learning Efficiency with Auxiliary Tasks in Non-Visual Environments: A Comparison},

author = {Moritz Lange and Noah Krystiniak and Raphael C. Engelhardt and Wolfgang Konen and Laurenz Wiskott},

editor = {Giuseppe Nicosia and Panos Pardalos and others},

url = {https://link.springer.com/book/10.1007/978-3-031-53969-5},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22-26, 2023, Revised Selected Papers},

publisher = {Springer Nature Switzerland},

note = {Best Paper Award},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}