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Cui, Kai ; Hauck, Sascha ; Fabian, Christian ; Koeppl, Heinz (2024)
Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior.
International Conference on Learning Representations. Vienna, Austria (07.05.2024 - 11.05.2024)
doi: 10.26083/tuprints-00028689
Conference or Workshop Item, Secondary publication, Publisher's Version
Fabian, Christian ; Cui, Kai ; Koeppl, Heinz (2024)
Learning Mean Field Games on Sparse Graphs: A Hybrid Graphex Approach.
International Conference on Learning Representations. Vienna, Austria (07.05.2024 - 11.05.2024)
doi: 10.26083/tuprints-00028691
Conference or Workshop Item, Secondary publication, Postprint
Cui, Kai (2024)
Large-Scale Multi-Agent Reinforcement Learning via Mean Field Games.
Technische Universität Darmstadt
doi: 10.26083/tuprints-00028568
Ph.D. Thesis, Primary publication, Publisher's Version
Cui, Kai ; KhudaBukhsh, Wasiur R. ; Koeppl, Heinz (2024)
Hypergraphon mean field games.
In: Chaos: An Interdisciplinary Journal of Nonlinear Science, 2022, 32 (11)
doi: 10.26083/tuprints-00026621
Article, Secondary publication, Publisher's Version
Tahir, Anam ; Cui, Kai ; Koeppl, Heinz (2024)
Learning Mean-Field Control for Delayed Information Load Balancing in Large Queuing Systems.
51st International Conference on Parallel Processing (ICPP ’22). Bordeaux, France (29.08.2022-01.09.2022)
doi: 10.26083/tuprints-00026518
Conference or Workshop Item, Secondary publication, Publisher's Version
Cui, Kai ; Koeppl, Heinz (2022)
Approximately Solving Mean Field Games via Entropy-Regularized Deep Reinforcement Learning.
24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021. Virtual (13.04.2021-15.04.2021)
doi: 10.26083/tuprints-00021511
Conference or Workshop Item, Secondary publication, Publisher's Version