Multi-Agent Systems

MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems ICML 2025 MasRouter: Learning to Route LLMs for Multi-Agent Systems ACL 2025 MASTER: A Multi-Agent System with LLM Specialized MCTS NAACL 2025 MASTER: Multi-Agent Security Through Exploration of Roles and Topological Structures - A Comprehensive Framework EMNLP 2025 MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection ACL 2025 Mechanism Design for Connecting Regions Under Disruptions AAAI 2025 MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs ACL 2025 MeKB-Sim: Personal Knowledge Base-Powered Multi-Agent Simulation NAACL 2025 MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models EMNLP 2025 MENDER: Multi-hop Commonsense and Domain-specific CoT Reasoning for Knowledge-grounded Empathetic Counseling of Crime Victims NAACL 2025 Merging Mechanisms for Ads and Organic Items in E-commerce Platforms AAAI 2025 MERIT: Multi-Agent Collaboration for Unsupervised Time Series Representation Learning ACL 2025 MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition EMNLP 2025 MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines ICML 2025 MetaDesigner: Advancing Artistic Typography through AI-Driven, User-Centric, and Multilingual WordArt Synthesis ICLR 2025 METAL: A Multi-Agent Framework for Chart Generation with Test-Time Scaling ACL 2025 MIND: A Multi-agent Framework for Zero-shot Harmful Meme Detection ACL 2025 MindSearch: Mimicking Human Minds Elicits Deep AI Searcher ICLR 2025 Mind the (Belief) Gap: Group Identity in the World of LLMs ACL 2025 MIND: Towards Immersive Psychological Healing with Multi-Agent Inner Dialogue EMNLP 2025 MIRAGE: Exploring How Large Language Models Perform in Complex Social Interactive Environments ACL 2025 MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning IJCAI 2025 Mitigating Social Bias in Large Language Models: A Multi-Objective Approach Within a Multi-Agent Framework AAAI 2025 Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025 Mixture-of-Agents Enhances Large Language Model Capabilities ICLR 2025