Multi-Agent Systems

M$^3$HF: Multi-agent Reinforcement Learning from Multi-phase Human Feedback of Mixed Quality ICML 2025 MAC-Ego3D: Multi-Agent Gaussian Consensus for Real-Time Collaborative Ego-Motion and Photorealistic 3D Reconstruction CVPR 2025 MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization ICLR 2025 MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL COLING 2025 MADAWSD: Multi-Agent Debate Framework for Adversarial Word Sense Disambiguation EMNLP 2025 MADD: Multi-Agent Drug Discovery Orchestra EMNLP 2025 MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation EMNLP 2025 MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025 MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL AAAI 2025 MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning EMNLP 2025 MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications EMNLP 2025 MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation ACL 2025 MAJI: A Multi-Agent Workflow for Augmenting Journalistic Interviews IJCNLP 2025 MAKAR: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition EMNLP 2025 MALLM: Multi-Agent Large Language Models Framework EMNLP 2025 MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration ACL 2025 MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration NAACL 2025 ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework EMNLP 2025 Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System ACL 2025 MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale AAAI 2025 MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning ACL 2025 Map Space Belief Prediction for Manipulation-Enhanced Mapping RSS 2025 MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings EMNLP 2025 MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025 MASA: LLM-Driven Multi-Agent Systems for Autoformalization EMNLP 2025