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multi-agent reinforcement learning

534 papers

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Also known as

MARL MADRL

Co-occurring keywords

multi-agent system (1743) cooperative multi-agent (43) nash equilibrium (396) game theory (852) markov game (86) reinforcement learning (4122) policy optimization (630) policy learning (699) cooperative learning (65) value decomposition (31)

Papers

Independent Policy Gradient for Large-Scale Markov Potential Games: Sharper Rates, Function Approximation, and Game-Agnostic Convergence ICML 2022
Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning ICML 2022
MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer ICML 2022
The Power of Exploiter: Provable Multi-Agent RL in Large State Spaces ICML 2022
Deconfounded Value Decomposition for Multi-Agent Reinforcement Learning ICML 2022
PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration ICML 2022
Welfare Maximization in Competitive Equilibrium: Reinforcement Learning for Markov Exchange Economy ICML 2022
On Improving Model-Free Algorithms for Decentralized Multi-Agent Reinforcement Learning ICML 2022
Disentangling Sources of Risk for Distributional Multi-Agent Reinforcement Learning ICML 2022
Greedy based Value Representation for Optimal Coordination in Multi-agent Reinforcement Learning ICML 2022
Individual Reward Assisted Multi-Agent Reinforcement Learning ICML 2022
Self-Organized Polynomial-Time Coordination Graphs ICML 2022
A Natural Actor-Critic Framework for Zero-Sum Markov Games ICML 2022
Learning to Coordinate in Multi-Agent Systems: A Coordinated Actor-Critic Algorithm and Finite-Time Guarantees L4DC 2022
Common Information based Approximate State Representations in Multi-Agent Reinforcement Learning AISTATS 2022
WarpDrive: Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU JMLR 2022
Collaborative Reasoning on Multi-Modal Semantic Graphs for Video-Grounded Dialogue Generation EMNLP 2022
Scalable Multi-agent Covering Option Discovery based on Kronecker Graphs NIPS 2022
Learning Practical Communication Strategies in Cooperative Multi-Agent Reinforcement Learning ACML 2022
AIIR-MIX: Multi-Agent Reinforcement Learning Meets Attention Individual Intrinsic Reward Mixing Network ACML 2022
Reinforcement learning in many-agent settings under partial observability UAI 2022
Restless and uncertain: Robust policies for restless bandits via deep multi-agent reinforcement learning UAI 2022
Can mean field control (mfc) approximate cooperative multi agent reinforcement learning (marl) with non-uniform interaction? UAI 2022
On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC) JMLR 2022
Efficient Model-based Multi-agent Reinforcement Learning via Optimistic Equilibrium Computation ICML 2022