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Multi-Agent Systems

948 directly classified papers

Papers per year

Papers

Learning Regularized Graphon Mean-Field Games with Unknown Graphons JMLR 2024
Mean-Field Games With Finitely Many Players: Independent Learning and Subjectivity JMLR 2024
Global rewards in multi-agent deep reinforcement learning for autonomous mobility on demand systems L4DC 2024
Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training NIPS 2024
Robust cooperative multi-agent reinforcement learning: A mean-field type game perspective L4DC 2024
STAS: Spatial-Temporal Return Decomposition for Solving Sparse Rewards Problems in Multi-agent Reinforcement Learning AAAI 2024
MADiff: Offline Multi-agent Learning with Diffusion Models NIPS 2024
Melting Pot Contest: Charting the Future of Generalized Cooperative Intelligence NIPS 2024
Decentralized Natural Policy Gradient with Variance Reduction for Collaborative Multi-Agent Reinforcement Learning JMLR 2024
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator NIPS 2024
Learning in Markov Games with Adaptive Adversaries: Policy Regret, Fundamental Barriers, and Efficient Algorithms NIPS 2024
LASIL: Learner-Aware Supervised Imitation Learning For Long-term Microscopic Traffic Simulation CVPR 2024
Feint Behaviors and Strategies: Formalization, Implementation and Evaluation NIPS 2024
Multi-Agent Imitation Learning: Value is Easy, Regret is Hard NIPS 2024
Bio-inspired Dynamic and Decentralized Online Learning in Uninformed Heterogeneous Multi-Agent Environments IJCAI 2024
BenchMARL: Benchmarking Multi-Agent Reinforcement Learning JMLR 2024
Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners NIPS 2024
Carbon Market Simulation with Adaptive Mechanism Design IJCAI 2024
Heterogeneous-Agent Reinforcement Learning JMLR 2024
M2RL: A Multi-player Multi-agent Reinforcement Learning Framework for Complex Games IJCAI 2024
A Multitask Training Approach to Enhance Whisper with Open-Vocabulary Keyword Spotting INTERSPEECH 2024
Off-Policy Action Anticipation in Multi-Agent Reinforcement Learning JMLR 2024
Mean-Field Approximation of Cooperative Constrained Multi-Agent Reinforcement Learning (CMARL) JMLR 2024
Opponent Modeling based on Subgoal Inference NIPS 2024
Inverse Factorized Soft Q-Learning for Cooperative Multi-agent Imitation Learning NIPS 2024