Multi-Agent Systems

V-Stylist: Video Stylization via Collaboration and Reflection of MLLM Agents CVPR 2025 Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration AAAI 2025 War of Thoughts: Competition Stimulates Stronger Reasoning in Large Language Models ACL 2025 We Argue to Agree: Towards Personality-Driven Argumentation-Based Negotiation Dialogue Systems for Tourism EMNLP 2025 WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025 WebCoT: Enhancing Web Agent Reasoning by Reconstructing Chain-of-Thought in Reflection, Branching, and Rollback EMNLP 2025 WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025 WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration AAAI 2025 WebWalker: Benchmarking LLMs in Web Traversal ACL 2025 What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025 When Allies Turn Foes: Exploring Group Characteristics of LLM-Based Multi-Agent Collaborative Systems Under Adversarial Attacks EMNLP 2025 Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems ICML 2025 Windowed MAPF with Completeness Guarantees AAAI 2025 WorkTeam: Constructing Workflows from Natural Language with Multi-Agents NAACL 2025 $\rm E(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning ICML 2024 Õ(T^-1) Convergence to (coarse) correlated equilibria in full-information general-sum Markov games L4DC 2024 A Black-box Approach for Non-stationary Multi-agent Reinforcement Learning ICLR 2024 Abstraction of Situation Calculus Concurrent Game Structures AAAI 2024 Accelerated Regularized Learning in Finite N-Person Games NeurIPS 2024 Accelerate Multi-Agent Reinforcement Learning in Zero-Sum Games with Subgame Curriculum Learning AAAI 2024 Accelerating Nash Equilibrium Convergence in Monte Carlo Settings Through Counterfactual Value Based Fictitious Play NeurIPS 2024 A Context-Enhanced Framework for Sequential Graph Reasoning IJCAI 2024 Adaptive Anytime Multi-Agent Path Finding Using Bandit-Based Large Neighborhood Search AAAI 2024 AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making NeurIPS 2024 Ad Auctions for LLMs via Retrieval Augmented Generation NeurIPS 2024