Multi-Agent Systems

HCPO: Hierarchical Conductor-Based Policy Optimization in Multi-Agent Reinforcement Learning AAAI 2026 HHC: Hierarchical Hypergraph Communication for Multi-Agent Systems UAI 2026 Investigating the Impact of Direct Punishment on the Emergence of Cooperation in Mulit-agent Reinforcement Learning Systems (Abstract Reprint) AAAI 2026 Learning to Assist: Physics-Grounded Human-Human Control via Multi-Agent Reinforcement Learning CVPR 2026 Learning to Cooperate with Minimal Observability AAAI 2026 Learning to Generate and Extract: A Multi-Agent Collaboration Framework for Zero-Shot Document-Level Event Arguments Extraction AAAI 2026 LLM Collaboration with Multi-Agent Reinforcement Learning AAAI 2026 MangoBench: A Benchmark for Multi-Agent Goal-Conditioned Offline Reinforcement Learning CVPR 2026 Many Minds, One Path: LLM-Augmented Consensus Decision for Distributed Control in Multi-Agent Collaborative Stable Scenarios AAAI 2026 MARLIN: Multi-Agent Reinforcement Learning for Incremental DAG Discovery AAAI 2026 MARPO: A Reflective Policy Optimization for Multi-Agent Reinforcement Learning AAAI 2026 MARS: A Meta-Adaptive Reinforcement Learning Framework for Risk-Aware Multi-Agent Portfolio Management AAAI 2026 MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation ACL 2026 Multi-agent In-context Coordination via Decentralized Memory Retrieval AAAI 2026 Multi-Agent Pointer Transformer: Seq-to-Seq Reinforcement Learning for Multi-Vehicle Dynamic Pickup-Delivery Problems AAAI 2026 Multi-Agent Reinforcement Learning for Modeling, Simulating, and Optimizing Energy Markets AAAI 2026 Multi-Agent RL with Invisible Collaborators: Marginal Advantage Estimation for Indirect Cooperation UAI 2026 Offline Fictitious Self-Play for Competitive Games AAAI 2026 Partial Action Replacement: Tackling Distribution Shift in Offline MARL AAAI 2026 RAPID: A Rapid Prototyping Platform for Industrial Automation AAAI 2026 Reinforcement Learning with Fuzzy Human Attention-Guided Graph for Heterogeneous Multiagent Systems AAAI 2026 RollArt: Disaggregated Multi-Task Agentic RL Training at Scale OSDI 2026 rSIM: Incentivizing Reasoning Capabilities of LLMs via Reinforced Strategy Injection ACL 2026 Safe Multi-Agent Reinforcement Learning via Distributional Safety Critic and Maximum Entropy Optimization AAAI 2026 Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics AAAI 2026