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Thomy Phan
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Ultra-high resolution 3D imaging of whole cells
F Huang, G Sirinakis, ES Allgeyer, LK Schroeder, WC Duim, EB Kromann, ...
Cell 166 (4), 1028-1040, 2016
2752016
Resilient multi-agent reinforcement learning with adversarial value decomposition
T Phan, L Belzner, T Gabor, A Sedlmeier, F Ritz, C Linnhoff-Popien
Proceedings of the AAAI Conference on Artificial Intelligence 35 (13), 11308 …, 2021
262021
Emergent escape-based flocking behavior using multi-agent reinforcement learning
C Hahn, T Phan, T Gabor, L Belzner, C Linnhoff-Popien
Artificial Life Conference Proceedings, 598-605, 2019
262019
Uncertainty-based out-of-distribution detection in deep reinforcement learning
A Sedlmeier, T Gabor, T Phan, L Belzner, C Linnhoff-Popien
arXiv preprint arXiv:1901.02219, 2019
252019
The holy grail of quantum artificial intelligence: major challenges in accelerating the machine learning pipeline
T Gabor, L Sünkel, F Ritz, T Phan, L Belzner, C Roch, S Feld, ...
Proceedings of the IEEE/ACM 42nd international conference on software …, 2020
232020
Learning and testing resilience in cooperative multi-agent systems
T Phan, T Gabor, A Sedlmeier, F Ritz, B Kempter, C Klein, H Sauer, ...
Proceedings of the 19th International Conference on Autonomous Agents and …, 2020
232020
The scenario coevolution paradigm: adaptive quality assurance for adaptive systems
T Gabor, A Sedlmeier, T Phan, F Ritz, M Kiermeier, L Belzner, B Kempter, ...
International Journal on Software Tools for Technology Transfer 22, 457-476, 2020
212020
Uncertainty-based out-of-distribution classification in deep reinforcement learning
A Sedlmeier, T Gabor, T Phan, L Belzner, C Linnhoff-Popien
arXiv preprint arXiv:2001.00496, 2019
212019
Leveraging statistical multi-agent online planning with emergent value function approximation
T Phan, L Belzner, T Gabor, K Schmid
Proceedings of the 17th International Conference on Autonomous Agents and …, 2018
192018
Preparing for the unexpected: Diversity improves planning resilience in evolutionary algorithms
T Gabor, L Belzner, T Phan, K Schmid
2018 IEEE international conference on autonomic computing (ICAC), 131-140, 2018
142018
Action markets in deep multi-agent reinforcement learning
K Schmid, L Belzner, T Gabor, T Phan
Artificial Neural Networks and Machine Learning–ICANN 2018: 27th …, 2018
122018
Scenario co-evolution for reinforcement learning on a grid world smart factory domain
T Gabor, A Sedlmeier, M Kiermeier, T Phan, M Henrich, M Pichlmair, ...
Proceedings of the Genetic and Evolutionary Computation Conference, 898-906, 2019
112019
Subgoal-Based Temporal Abstraction in Monte-Carlo Tree Search.
T Gabor, J Peter, T Phan, C Meyer, C Linnhoff-Popien
IJCAI, 5562-5568, 2019
112019
Vast: Value function factorization with variable agent sub-teams
T Phan, F Ritz, L Belzner, P Altmann, T Gabor, C Linnhoff-Popien
Advances in Neural Information Processing Systems 34, 24018-24032, 2021
102021
Foraging swarms using multi-agent reinforcement learning
C Hahn, F Ritz, P Wikidal, T Phan, T Gabor, C Linnhoff-Popien
Artificial Life Conference Proceedings 32, 333-340, 2020
102020
Cross entropy hyperparameter optimization for constrained problem Hamiltonians applied to QAOA
C Roch, A Impertro, T Phan, T Gabor, S Feld, C Linnhoff-Popien
2020 International Conference on Rebooting Computing (ICRC), 50-57, 2020
82020
Capturing dependencies within machine learning via a formal process model
F Ritz, T Phan, A Sedlmeier, P Altmann, J Wieghardt, R Schmid, H Sauer, ...
International Symposium on Leveraging Applications of Formal Methods, 249-265, 2022
72022
Towards Anomaly Detection in Reinforcement Learning
R Müller, S Illium, T Phan, T Haider, C Linnhoff-Popien
Proceedings of the 21st International Conference on Autonomous Agents and …, 2022
72022
Memory bounded open-loop planning in large pomdps using thompson sampling
T Phan, L Belzner, M Kiermeier, M Friedrich, K Schmid, C Linnhoff-Popien
Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 7941-7948, 2019
72019
Distributed policy iteration for scalable approximation of cooperative multi-agent policies
T Phan, K Schmid, L Belzner, T Gabor, S Feld, C Linnhoff-Popien
arXiv preprint arXiv:1901.08761, 2019
72019
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