Multi-Agent Systems

Policy Optimization for Markov Games: Unified Framework and Faster Convergence NeurIPS 2022 Pragmatically Learning from Pedagogical Demonstrations in Multi-Goal Environments NeurIPS 2022 PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration RSS 2022 Provable General Function Class Representation Learning in Multitask Bandits and MDP NeurIPS 2022 Provably Efficient Offline Multi-agent Reinforcement Learning via Strategy-wise Bonus NeurIPS 2022 Provably Efficient Policy Optimization for Two-Player Zero-Sum Markov Games AISTATS 2022 Proximal Learning With Opponent-Learning Awareness NeurIPS 2022 Ranked Prioritization of Groups in Combinatorial Bandit Allocation IJCAI 2022 Recursive Reasoning Graph for Multi-Agent Reinforcement Learning AAAI 2022 Reinforcement learning in many-agent settings under partial observability UAI 2022 Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NeurIPS 2022 ResQ: A Residual Q Function-based Approach for Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2022 Restless and uncertain: Robust policies for restless bandits via deep multi-agent reinforcement learning UAI 2022 Rethinking Individual Global Max in Cooperative Multi-Agent Reinforcement Learning NeurIPS 2022 Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning ICML 2022 Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis ICML 2022 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NeurIPS 2022 Sample Efficient Stochastic Policy Extragradient Algorithm for Zero-Sum Markov Game ICLR 2022 Scalable Anytime Planning for Multi-Agent MDPs (Extended Abstract) IJCAI 2022 Scalable Deep Reinforcement Learning Algorithms for Mean Field Games ICML 2022 Self-Explaining Deviations for Coordination NeurIPS 2022 Self-Organized Group for Cooperative Multi-agent Reinforcement Learning NeurIPS 2022 Self-Organized Polynomial-Time Coordination Graphs ICML 2022 Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations IJCAI 2022 SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning NeurIPS 2022