Multi-Agent Systems

MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning ACL 2025 Mastering Multi-Drone Volleyball through Hierarchical Co-Self-Play Reinforcement Learning CoRL 2025 Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL JMLR 2025 Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence ICML 2025 MOHITO: Multi-Agent Reinforcement Learning using Hypergraphs for Task-Open Systems UAI 2025 Multi-Agent Communication with Information Preserving Graph Contrastive Learning IJCAI 2025 Multi-agent cooperation through learning-aware policy gradients ICLR 2025 Multi-Agent Credit Assignment with Pretrained Language Models AISTATS 2025 Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems AAAI 2025 Multi-fingered Hand Grasps with Visuo-Tactile Fusion via Multi-Agent Deep Reinforcement Learning AAAI 2025 Multi-level Advantage Credit Assignment for Cooperative Multi-Agent Reinforcement Learning AISTATS 2025 Multi-objective Linear Reinforcement Learning with Lexicographic Rewards ICML 2025 Multi Objective Quantile Based Reinforcement Learning for Modern Urban Planning IJCAI 2025 Multiple-policy Evaluation via Density Estimation ICML 2025 Near Optimal Best Arm Identification for Clustered Bandits ICML 2025 Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency ICLR 2025 Non-stochastic Bandits With Evolving Observations ALT 2025 Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning AAAI 2025 Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization AAAI 2025 Offline Opponent Modeling with Truncated Q-driven Instant Policy Refinement ICML 2025 O-MAPL: Offline Multi-agent Preference Learning ICML 2025 Online Clustering of Dueling Bandits ICML 2025 Online Competitive Information Gathering for Partially Observable Trajectory Games RSS 2025 Optimal and Practical Batched Linear Bandit Algorithm ICML 2025 Optimally Solving Simultaneous-Move Dec-POMDPs: The Sequential Central Planning Approach AAAI 2025