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

MARLIN: Multi-Agent Reinforcement Learning for Incremental DAG Discovery AAAI 2026

Think, Speak, Decide: Language-Augmented Multi-Agent Reinforcement Learning for Economic Decision-Making AAAI 2026

Explaining Decentralized Multi-Agent Reinforcement Learning Policies AAAI 2026

Multi-agent In-context Coordination via Decentralized Memory Retrieval AAAI 2026

Unreal-MAP: Unreal-Engine-Based General Platform for Multi-agent Reinforcement Learning AAAI 2026

HCPO: Hierarchical Conductor-Based Policy Optimization in Multi-Agent Reinforcement Learning AAAI 2026

Conditional Diffusion Model for Multi-Agent Dynamic Task Decomposition AAAI 2026

Scaling Up Cooperative Multi-Agent Reinforcement Learning Through Hierarchical Heterogeneous Modular Architectures AAAI 2026

Gradient-Protected Value Decomposition for Cooperative Multi-Agent Reinforcement Learning AAAI 2026

FD-MAGRPO: Functionality-Driven Multi-Agent Group Relative Policy Optimization for Analog-LDO Sizing AAAI 2026

ADAPT: Adaptive Decentralized Architecture with Perception-Aligned Training for Structural Generalization in Multi-Agent RL AAAI 2026

GRDC: A Unified Graph-Driven Framework for Role Discovery and Communication in Multi-Agent Reinforcement Learning AAAI 2026

Learning to Cooperate with Minimal Observability AAAI 2026

Safe Multi-Agent Reinforcement Learning via Distributional Safety Critic and Maximum Entropy Optimization AAAI 2026

Exploiting Geometric Structures for Modeling Multi-Agent Behaviors: A New Thinking AAAI 2026

Autonomous Partner Selection for Cooperative Multi-Agent Reinforcement Learning AAAI 2026

Advancing Protein Design via Multi-Agent Reinforcement Learning with Pareto-Based Collaborative Optimization AAAI 2026

Safe Multi-agent Reinforcement Learning with Natural Language Constraints AAAI 2026

Causality-Aware Efficient Exploration for Cooperative Multi-Agent Reinforcement Learning AAAI 2026

Communication-efficient Multi-Agent Reinforcement Learning with Spatiotemporal Information Hub AAAI 2026

Beyond Monotonicity: Revisiting Factorization Principles in Multi-Agent Q-Learning AAAI 2026

Efficient Reinforcement Learning for Zero-Shot Coordination in Evolving Games AAAI 2026

Reinforcement Learning with Fuzzy Human Attention-Guided Graph for Heterogeneous Multiagent Systems AAAI 2026

TMAE:Learning Targeted Multi-Agent Exploration via Causal Inference AAAI 2026

CAMAR: Continuous Actions Multi-Agent Routing AAAI 2026