Multi-Agent Systems

Tackling Safe and Efficient Multi-Agent Reinforcement Learning via Dynamic Shielding (Student Abstract) AAAI 2023 Team-PSRO for Learning Approximate TMECor in Large Team Games via Cooperative Reinforcement Learning NeurIPS 2023 The Best of Both Worlds in Network Population Games: Reaching Consensus and Convergence to Equilibrium NeurIPS 2023 The Complexity of Markov Equilibrium in Stochastic Games COLT 2023 The Impact of Exploration on Convergence and Performance of Multi-Agent Q-Learning Dynamics ICML 2023 Theory of Mind for Multi-Agent Collaboration via Large Language Models EMNLP 2023 Toward Multi-Agent Reinforcement Learning for Distributed Event-Triggered Control L4DC 2023 TraCo: Learning Virtual Traffic Coordinator for Cooperation with Multi-Agent Reinforcement Learning CoRL 2023 Two Heads are Better Than One: A Simple Exploration Framework for Efficient Multi-Agent Reinforcement Learning NeurIPS 2023 Uncoupled and Convergent Learning in Two-Player Zero-Sum Markov Games with Bandit Feedback NeurIPS 2023 Universal Agent Mixtures and the Geometry of Intelligence AISTATS 2023 User Simulator Assisted Open-ended Conversational Recommendation System ACL 2023 Who Needs to Know? Minimal Knowledge for Optimal Coordination ICML 2023 Zero-Shot Linear Combinations of Grounded Social Interactions with Linear Social MDPs AAAI 2023 A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning AAAI 2022 A Formal Model for Multiagent Q-Learning Dynamics on Regular Graphs IJCAI 2022 AIIR-MIX: Multi-Agent Reinforcement Learning Meets Attention Individual Intrinsic Reward Mixing Network ACML 2022 ALMA: Hierarchical Learning for Composite Multi-Agent Tasks NeurIPS 2022 Almost Optimal Algorithms for Two-player Zero-Sum Linear Mixture Markov Games ALT 2022 A Mean-Field Game Approach to Cloud Resource Management with Function Approximation NeurIPS 2022 A Multi-Agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning AAAI 2022 An Analytical Update Rule for General Policy Optimization ICML 2022 A Self-Play Posterior Sampling Algorithm for Zero-Sum Markov Games ICML 2022 Asynchronous Actor-Critic for Multi-Agent Reinforcement Learning NeurIPS 2022 A Unified Diversity Measure for Multiagent Reinforcement Learning NeurIPS 2022