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Gruppiert nach: Dokumententyp | Veröffentlichungsdatum
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Anzahl der Publikationen: 24

Zeitschriftenartikel

Altmann, Philipp ORCID logoORCID: https://orcid.org/0000-0003-1134-176X; Ritz, Fabian ORCID logoORCID: https://orcid.org/0000-0001-7707-1358; Zorn, Maximilian ORCID logoORCID: https://orcid.org/0009-0006-2750-7495; Kölle, Michael; Phan, Thomy; Gabor, Thomas ORCID logoORCID: https://orcid.org/0000-0003-2048-8667 und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2025): Discriminative reward co-training. In: Neural Computing and Applications, Bd. 37: S. 18793-18809

Phan, Thomy; Sommer, Felix; Ritz, Fabian ORCID logoORCID: https://orcid.org/0000-0001-7707-1358; Altmann, Philipp; Nüßlein, Jonas ORCID logoORCID: https://orcid.org/0000-0001-7129-1237; Kölle, Michael; Belzner, Lenz und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (11. Juli 2024): Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning. In: Autonomous Agents and Multi-Agent Systems, Bd. 38, 34 [PDF, 16MB]

Gabor, Thomas; Phan, Thomy und Linnhoff-Popien, Claudia (2021): Productive fitness in diversity-aware evolutionary algorithms. In: Natural Computing, Bd. 20, Nr. 3: S. 363-376

Hahn, Carsten; Phan, Thomy; Feld, Sebastian; Roch, Christoph; Ritz, Fabian; Sedlmeier, Andreas; Gabor, Thomas und Linnhoff-Popien, Claudia (2020): Nash Equilibria in Multi-Agent Swarms. In: Icaart: Proceedings of the 12Th International Conference on Agents and Artificial Intelligence, Vol 1: S. 234-241

Sedlmeier, Andreas; Gabor, Thomas; Phan, Thomy; Belzner, Lenz und Linnhoff-Popien, Claudia (2020): Uncertainty-based Out-of-Distribution Classification in Deep Reinforcement Learning. In: Icaart: Proceedings of the 12Th International Conference on Agents and Artificial Intelligence, Vol 2: S. 522-529

Schmid, Kyrill; Belzner, Lenz; Phan, Thomy; Gabor, Thomas und Linnhoff-Popien, Claudia (2020): Multi-agent Reinforcement Learning for Bargaining under Risk and Asymmetric Information. In: Icaart: Proceedings of the 12Th International Conference on Agents and Artificial Intelligence, Vol 1: S. 144-151

Roch, Christoph; Impertro, Alexander; Phan, Thomy; Gabor, Thomas; Feld, Sebastian und Linnhoff-Popien, Claudia (2020): Cross Entropy Hyperparameter Optimization for Constrained Problem Hamiltonians Applied to QAOA. In: 2020 International Conference on Rebooting Computing (Icrc 2020): S. 50-57

Gabor, Thomas; Sedlmeier, Andreas; Phan, Thomy; Ritz, Fabian; Kiermeier, Marie; Belzner, Lenz; Kempter, Bernhard; Klein, Cornel; Sauer, Horst; Schmid, Reiner; Wieghardt, Jan; Zeller, Marc und Linnhoff-Popien, Claudia (2020): The scenario coevolution paradigm: adaptive quality assurance for adaptive systems. In: International Journal on Software Tools for Technology Transfer, Bd. 22: S. 457-476 [PDF, 1MB]

Phan, Thomy; Belzner, Lenz; Kiermeier, Marie; Friedrich, Markus; Schmid, Kyrill und Linnhoff-Popien, Claudia (2019): Memory Bounded Open-Loop Planning in Large POMDPs Using Thompson Sampling. In: Thirty-Third Aaai Conference on Artificial Intelligence / Thirty-First Innovative Applications of Artificial Intelligence Conference / Ninth Aaai Symposium on Educational Advances in Artificial Intelligence: S. 7941-7948

Phan, Thomy; Schmid, Kyrill; Belzner, Lenz; Gabor, Thomas; Feld, Sebastian und Linnhoff-Popien, Claudia (2019): Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies. In: Aamas '19: Proceedings of the 18Th International Conference on Autonomous Agents and Multiagent Systems: S. 2162-2164

Hahn, Carsten; Phan, Thomy; Gabor, Thomas; Belzner, Lenz und Linnhoff-Popien, Claudia (2019): Emergent Escape-based Flocking Behavior using Multi-Agent Reinforcement Learning. In: Alife 2019: the 2019 Conference on Artificial Life: S. 598-605

Gabor, Thomas; Sedlmeier, Andreas; Kiermeier, Marie; Phan, Thomy; Henrich, Marcel; Pichlmair, Monika; Kempter, Bernhard; Klein, Cornel; Sauer, Horst; Schmid, Reiner und Wieghardt, Jan (2019): Scenario Co-Evolution for Reinforcement Learning on a Grid World Smart Factory Domain. In: Proceedings of the 2019 Genetic and Evolutionary Computation Conference (Gecco'19): S. 898-906

Gabor, Thomas; Belzner, Lenz; Phan, Thomy und Schmid, Kyrill (2018): Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms. In: 15Th Ieee International Conference on Autonomic Computing (Icac 2018): S. 131-140

Schmid, Kyrill; Belzner, Lenz; Gabor, Thomas und Phan, Thomy (2018): Action Markets in Deep Multi-Agent Reinforcement Learning. In: Artificial Neural Networks and Machine Learning - Icann 2018, Pt Ii, Bd. 11140: S. 240-249

Buchbeitrag

Linnhoff-Popien, Claudia; Klein, Cornel; Sauer, Horst; Schmid, Reiner; Wieghardt, Jan; Zeller, Marc; Sedlmeier, Andreas; Gabor, Thomas; Müller, Robert; Phan, Thomy und Ritz, Fabian (2021): SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning. In: Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.): Proceedings of the 13th International Conference on Agents and Artificial Intelligence (Volume 1). ICAART, Setúbal, Portuagl: SciTePress. S. 28-37

Konferenzbeitrag

Kölle, Michael; Schneider, Karola; Egger, Sabrina; Topp, Felix; Phan, Thomy; Altmann, Philipp ORCID logoORCID: https://orcid.org/0000-0003-1134-176X; Nüßlein, Jonas ORCID logoORCID: https://orcid.org/0000-0001-7129-1237 und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2025): Architectural Influence on Variational Quantum Circuits in Multi-Agent Reinforcement Learning: Evolutionary Strategies for Optimization. ICAART 2024: International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024. Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.): In: Agents and Artificial Intelligence: 16th International Conference, ICAART 2024, Bd. 1 Cham: Springer Nature Switzerland. S. 50-79

Müller, Robert ORCID logoORCID: https://orcid.org/0000-0003-3108-713X; Turalic, Hasan; Phan, Thomy; Kölle, Michael; Nüßlein, Jonas ORCID logoORCID: https://orcid.org/0000-0001-7129-1237 und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2024): ClusterComm: Discrete Communication in Decentralized MARL Using Internal Representation Clustering. ICAART 2024: International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. Februar 2024 - 26. Februar 2024. Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.): In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence, Bd. 1 Setúbal: SciTePress. S. 305-312

Altmann, Philipp ORCID logoORCID: https://orcid.org/0000-0003-1134-176X; Bärligea, Adelina; Stein, Jonas ORCID logoORCID: https://orcid.org/0000-0001-5727-9151; Kölle, Michael; Gabor, Thomas ORCID logoORCID: https://orcid.org/0000-0003-2048-8667; Phan, Thomy und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2024): Quantum Circuit Design: A Reinforcement Learning Challenge. AAMAS 2024: International Conference on Autonomous Agents and Multiagent Systems, Auckland, New Zealand, 06.- 10. Mai 2024. Dastani, Mehdi; Sichman, Jaime Simão; Alechina, Natasha und Dignum, Virginia (Hrsg.): In: AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, Richland, SC: International Foundation for Autonomous Agents and Multiagent Systems. S. 2123-2125

Kölle, Michael; Topp, Felix; Phan, Thomy; Altmann, Philipp ORCID logoORCID: https://orcid.org/0000-0003-1134-176X; Nüßlein, Jonas ORCID logoORCID: https://orcid.org/0000-0001-7129-1237 und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2024): Multi-Agent Quantum Reinforcement Learning Using Evolutionary Optimization. ICAART 2024: International Conference on Agents and Artificial Intelligence, Rom, Italien, 24. - 26. Februar 2024. Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.): In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence, Bd. 1 Setúbal: SciTePress. S. 71-82

Kölle, Michael; Erpelding, Yannick; Ritz, Fabian ORCID logoORCID: https://orcid.org/0000-0001-7707-1358; Phan, Thomy; Illium, Steffen und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2024): Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics Through Multi-Agent Reinforcement Learning Algorithms. ICAART 2024: International Conference on Agents and Artificial Intelligence, Rom, Italien, 24. - 26. Februar 2024. Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.): In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence, Bd. 1 Setúbal: SciTePress. S. 59-70

Phan, Thomy; Ritz, Fabian ORCID logoORCID: https://orcid.org/0000-0001-7707-1358; Nüßlein, Jonas ORCID logoORCID: https://orcid.org/0000-0001-7129-1237; Kölle, Michael; Gabor, Thomas ORCID logoORCID: https://orcid.org/0000-0003-2048-8667 und Linnhoff-Popien, Claudia ORCID logoORCID: https://orcid.org/0000-0001-6284-9286 (2023): Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty. AAMAS 2023: International Conference on Autonomous Agents and Multiagent Systems, London, United Kingdom, 29. Mai - 02. Juni 2023. In: AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, Richland: International Foundation for Autonomous Agents and Multiagent Systems. S. 2839-2841

Altmann, Philipp; Ritz, Fabian ORCID logoORCID: https://orcid.org/0000-0001-7707-1358; Feuchtinger, Leonard; Nüßlein, Jonas; Linnhoff-Popien, Claudia und Phan, Thomy (2023): CROP: Towards Distributional-Shift Robust Reinforcement Learning Using Compact Reshaped Observation Processing. Thirty-Second International Joint Conference on Artificial Intelligence {IJCAI-23}, Macao, SAR, 2023.08.19-25. Elkind, Edith (Hrsg.): In: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, Vienna, Austria: International Joint Conferences on Artificial Intelligence. S. 3414-3422

Ritz, Fabian ORCID logoORCID: https://orcid.org/0000-0001-7707-1358; Phan, Thomy; Müller, Robert ORCID logoORCID: https://orcid.org/0000-0003-3108-713X; Gabor, Thomas; Sedlmeier, Andreas; Zeller, Marc; Wieghardt, Jan; Schmid, Reiner; Sauer, Horst; Klein, Cornel und Linnhoff-Popien, Claudia (2022): Specification Aware Multi-Agent Reinforcement Learning. 13th International Conference, ICAART 2021, Virtual Event, February 4–6, 2021. Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.): In: Agents and Artificial Intelligence. 13th International Conference, ICAART 2021, Virtual Event, February 4–6, 2021, Revised Selected Papers, Lecture Notes in Computer Science Bd. 13251 Cham: Springer. S. 3-21

Phan, Thomy; Belzner, Lenz; Gabor, Thomas; Sedlmeier, Andreas; Ritz, Fabian und Linnhoff-Popien, Claudia (2021): Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition. The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21), Virtual Event, February 2-9, 2021. In: Proceedings of the AAAI Conference on Artificial Intelligence, Bd. 35, Nr. 13 AAAI Press. S. 11308-11316

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