Search Field
2024
Engelhardt, Raphael C.; Raycheva, Ralitsa; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Ökolopoly: Case Study on Large Action Spaces in Reinforcement Learning Proceedings Article
In: Nicosia, Giuseppe; Pardalos, Panos; others, (Hrsg.): Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22-26, 2023, Revised Selected Papers, Springer Nature Switzerland, Imprint: Springer, 2024.
@inproceedings{Engelhardt2024a,
title = {Ökolopoly: Case Study on Large Action Spaces in Reinforcement Learning},
author = {Raphael C. Engelhardt and Ralitsa Raycheva and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
editor = {Giuseppe Nicosia and Panos Pardalos and others},
url = {https://www.gm.fh-koeln.de/ciopwebpub/Engelh23a.d/Engelh23a.pdf},
year = {2024},
date = {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, Imprint: Springer},
keywords = {Cybernetics, Deep Reinforcement Learning, Large Action Space, RL3, Serious Games},
pubstate = {published},
tppubtype = {inproceedings}
}
Lange, Moritz; Krystiniak, Noah; Engelhardt, Raphael C.; Konen, Wolfgang; Wiskott, Laurenz
Improving Reinforcement Learning Efficiency with Auxiliary Tasks in Non-Visual Environments: A Comparison Proceedings Article
In: Nicosia, Giuseppe; Pardalos, Panos; others, (Hrsg.): Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22-26, 2023, Revised Selected Papers, Springer Nature Switzerland, Imprint: Springer, 2024, (Best Paper Award).
@inproceedings{Lange2024b,
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},
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, Imprint: Springer},
note = {Best Paper Award},
keywords = {auxiliary tasks, Reinforcement learning, Representation learning, RL3},
pubstate = {published},
tppubtype = {inproceedings}
}
Lange, Moritz; Engelhardt, Raphael C; Konen, Wolfgang; Wiskott, Laurenz
Beyond Trial and Error in Reinforcement Learning Proceedings Article
In: Proceedings of the DataNinja sAIOnARA 2024 Conference, S. 58, 2024.
@inproceedings{Lange2024,
title = {Beyond Trial and Error in Reinforcement Learning},
author = {Moritz Lange and Raphael C Engelhardt and Wolfgang Konen and Laurenz Wiskott},
url = {https://biecoll.ub.uni-bielefeld.de/index.php/dataninja/issue/download/82/1#page=63},
doi = {10.11576/dataninja-1156},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
booktitle = {Proceedings of the DataNinja sAIOnARA 2024 Conference},
pages = {58},
keywords = {Reinforcement learning, Representation learning, RL3},
pubstate = {published},
tppubtype = {inproceedings}
}
Lange, Moritz; Engelhardt, Raphael C; Konen, Wolfgang; Wiskott, Laurenz
Interpretable brain-inspired representations improve RL performance on visual navigation tasks Artikel
In: arXiv preprint arXiv:2402.12067, 2024.
@article{Lange2024a,
title = {Interpretable brain-inspired representations improve RL performance on visual navigation tasks},
author = {Moritz Lange and Raphael C Engelhardt and Wolfgang Konen and Laurenz Wiskott},
url = {https://arxiv.org/pdf/2402.12067},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {arXiv preprint arXiv:2402.12067},
keywords = {Reinforcement learning, Representation learning, RL3},
pubstate = {published},
tppubtype = {article}
}
Engelhardt, Raphael C; Meinen, Marcel J; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Putting the Iterative Training of Decision Trees to the Test on a Real-World Robotic Task Artikel
In: arXiv preprint arXiv:2412.04974, 2024.
@article{Engelhardt2024,
title = {Putting the Iterative Training of Decision Trees to the Test on a Real-World Robotic Task},
author = {Raphael C Engelhardt and Marcel J Meinen and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
url = {https://arxiv.org/pdf/2412.04974},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {arXiv preprint arXiv:2412.04974},
keywords = {AI, decision trees, deep learning, explainable AI, Reinforcement learning, RL3},
pubstate = {published},
tppubtype = {article}
}
2023
Engelhardt, Raphael C; Oedingen, Marc; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Iterative Oblique Decision Trees Deliver Explainable RL Models Artikel
In: Algorithms, Bd. 16, Nr. 6, S. 282, 2023.
@article{Engelhardt2023,
title = {Iterative Oblique Decision Trees Deliver Explainable RL Models},
author = {Raphael C Engelhardt and Marc Oedingen and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
url = {https://www.mdpi.com/1999-4893/16/6/282},
year = {2023},
date = {2023-01-01},
urldate = {2023-01-01},
journal = {Algorithms},
volume = {16},
number = {6},
pages = {282},
publisher = {MDPI},
keywords = {AI, decision trees, deep learning, explainable AI, Reinforcement learning, RL3},
pubstate = {published},
tppubtype = {article}
}
2022
Engelhardt, Raphael C.; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Sample-based Rule Extraction for Explainable Reinforcement Learning Proceedings Article
In: 8th International Conference on machine Learning, Optimization, and Data Science (LOD2022), 2022.
@inproceedings{Engel2022,
title = {Sample-based Rule Extraction for Explainable Reinforcement Learning},
author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
year = {2022},
date = {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}
}
2021
Engelhardt, Raphael C.; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Shedding light into the black box of reinforcement learning - extended abstract Proceedings Article
In: Hammer, Barbara; Schilling, Malte; Wiskott, Laurenz (Hrsg.): Workshop on Trustworthy AI in the Wild (at: KI 2021 - German Conf. on AI), 2021.
@inproceedings{Engel2021,
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},
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}
}
Search Field
1.
Engelhardt, Raphael C.; Raycheva, Ralitsa; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Ökolopoly: Case Study on Large Action Spaces in Reinforcement Learning Proceedings Article
In: Nicosia, Giuseppe; Pardalos, Panos; others, (Hrsg.): Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22-26, 2023, Revised Selected Papers, Springer Nature Switzerland, Imprint: Springer, 2024.
@inproceedings{Engelhardt2024a,
title = {Ökolopoly: Case Study on Large Action Spaces in Reinforcement Learning},
author = {Raphael C. Engelhardt and Ralitsa Raycheva and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
editor = {Giuseppe Nicosia and Panos Pardalos and others},
url = {https://www.gm.fh-koeln.de/ciopwebpub/Engelh23a.d/Engelh23a.pdf},
year = {2024},
date = {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, Imprint: Springer},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2.
Lange, Moritz; Krystiniak, Noah; Engelhardt, Raphael C.; Konen, Wolfgang; Wiskott, Laurenz
Improving Reinforcement Learning Efficiency with Auxiliary Tasks in Non-Visual Environments: A Comparison Proceedings Article
In: Nicosia, Giuseppe; Pardalos, Panos; others, (Hrsg.): Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22-26, 2023, Revised Selected Papers, Springer Nature Switzerland, Imprint: Springer, 2024, (Best Paper Award).
@inproceedings{Lange2024b,
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},
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, Imprint: Springer},
note = {Best Paper Award},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
3.
Lange, Moritz; Engelhardt, Raphael C; Konen, Wolfgang; Wiskott, Laurenz
Beyond Trial and Error in Reinforcement Learning Proceedings Article
In: Proceedings of the DataNinja sAIOnARA 2024 Conference, S. 58, 2024.
@inproceedings{Lange2024,
title = {Beyond Trial and Error in Reinforcement Learning},
author = {Moritz Lange and Raphael C Engelhardt and Wolfgang Konen and Laurenz Wiskott},
url = {https://biecoll.ub.uni-bielefeld.de/index.php/dataninja/issue/download/82/1#page=63},
doi = {10.11576/dataninja-1156},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
booktitle = {Proceedings of the DataNinja sAIOnARA 2024 Conference},
pages = {58},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
4.
Lange, Moritz; Engelhardt, Raphael C; Konen, Wolfgang; Wiskott, Laurenz
Interpretable brain-inspired representations improve RL performance on visual navigation tasks Artikel
In: arXiv preprint arXiv:2402.12067, 2024.
@article{Lange2024a,
title = {Interpretable brain-inspired representations improve RL performance on visual navigation tasks},
author = {Moritz Lange and Raphael C Engelhardt and Wolfgang Konen and Laurenz Wiskott},
url = {https://arxiv.org/pdf/2402.12067},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {arXiv preprint arXiv:2402.12067},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
5.
Engelhardt, Raphael C; Meinen, Marcel J; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Putting the Iterative Training of Decision Trees to the Test on a Real-World Robotic Task Artikel
In: arXiv preprint arXiv:2412.04974, 2024.
@article{Engelhardt2024,
title = {Putting the Iterative Training of Decision Trees to the Test on a Real-World Robotic Task},
author = {Raphael C Engelhardt and Marcel J Meinen and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
url = {https://arxiv.org/pdf/2412.04974},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {arXiv preprint arXiv:2412.04974},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
6.
Engelhardt, Raphael C; Oedingen, Marc; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Iterative Oblique Decision Trees Deliver Explainable RL Models Artikel
In: Algorithms, Bd. 16, Nr. 6, S. 282, 2023.
@article{Engelhardt2023,
title = {Iterative Oblique Decision Trees Deliver Explainable RL Models},
author = {Raphael C Engelhardt and Marc Oedingen and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
url = {https://www.mdpi.com/1999-4893/16/6/282},
year = {2023},
date = {2023-01-01},
urldate = {2023-01-01},
journal = {Algorithms},
volume = {16},
number = {6},
pages = {282},
publisher = {MDPI},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
7.
Engelhardt, Raphael C.; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Sample-based Rule Extraction for Explainable Reinforcement Learning Proceedings Article
In: 8th International Conference on machine Learning, Optimization, and Data Science (LOD2022), 2022.
@inproceedings{Engel2022,
title = {Sample-based Rule Extraction for Explainable Reinforcement Learning},
author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},
year = {2022},
date = {2022-01-01},
booktitle = {8th International Conference on machine Learning, Optimization, and Data Science (LOD2022)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
8.
Engelhardt, Raphael C.; Lange, Moritz; Wiskott, Laurenz; Konen, Wolfgang
Shedding light into the black box of reinforcement learning - extended abstract Proceedings Article
In: Hammer, Barbara; Schilling, Malte; Wiskott, Laurenz (Hrsg.): Workshop on Trustworthy AI in the Wild (at: KI 2021 - German Conf. on AI), 2021.
@inproceedings{Engel2021,
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},
booktitle = {Workshop on Trustworthy AI in the Wild (at: KI 2021 - German Conf. on AI)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
