Multi-Agent Systems

Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System ACL 2025 MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025 MASTER: Multi-Agent Security Through Exploration of Roles and Topological Structures - A Comprehensive Framework EMNLP 2025 Mechanism Design for Large Language Models (Extended Abstract) IJCAI 2025 Merging Mechanisms for Ads and Organic Items in E-commerce Platforms AAAI 2025 Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025 MSA at SemEval-2025 Task 3: High Quality Weak Labeling and LLM Ensemble Verification for Multilingual Hallucination Detection SemEval 2025 Multi-Agent LLM Debate Unveils the Premise Left Unsaid ACL 2025 Multi-agent Multi-armed Bandit Regret Complexity and Optimality AISTATS 2025 Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems AAAI 2025 Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction NAACL 2025 Multi-agent Stochastic Bandits Robust to Adversarial Corruptions L4DC 2025 Multi-lingual Multi-turn Automated Red Teaming for LLMs NAACL 2025 Nearly Tight Bounds on Approximate Equilibria in Spatial Competition on the Line AAAI 2025 NetSafe: Exploring the Topological Safety of Multi-agent System ACL 2025 Non-stochastic Budgeted Online Pricing with Semi-Bandit Feedback AAAI 2025 Online Learning of Coalition Structures by Selfish Agents AAAI 2025 On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations ICLR 2025 On the Power of Strategic Corpus Enrichment in Content Creation Games AAAI 2025 Optimising Spatial Teamwork Under Uncertainty AAAI 2025 Paid with Models: Optimal Contract Design for Collaborative Machine Learning AAAI 2025 Performative Reinforcement Learning with Linear Markov Decision Process AISTATS 2025 Preventing Rogue Agents Improves Multi-Agent Collaboration ACL 2025 ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions EMNLP 2025 Quest2DataAgent: Automating End-to-End Scientific Data Collection EMNLP 2025