Multi-Agent Systems

R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs IJCNLP 2025 R3: “This is My SQL, Are You With Me?” A Consensus-Based Multi-Agent System for Text-to-SQL Tasks ACL 2025 ReAct Meets Industrial IoT: Language Agents for Data Access EMNLP 2025 ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA EMNLP 2025 Realizing AI for Impact: Towards Participatory Human-AI Collaboration for Water Conservation and Reproductive Health AAAI 2025 Reasoning with Trees: Faithful Question Answering over Knowledge Graph COLING 2025 ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025 Recipe2Plan: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions EMNLP 2025 Recon, Answer, Verify: Agents in Search of Truth EMNLP 2025 Reconstruction-Guided Policy: Enhancing Decision-Making through Agent-Wise State Consistency ICLR 2025 Red-Teaming LLM Multi-Agent Systems via Communication Attacks ACL 2025 Reflective Agreement: Combining Self-Mixture of Agents with a Sequence Tagger for Robust Event Extraction EMNLP 2025 REGENT: A Retrieval-Augmented Generalist Agent That Can Act In-Context in New Environments ICLR 2025 Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control AAAI 2025 Reidentify: Context-Aware Identity Generation for Contextual Multi-Agent Reinforcement Learning ICML 2025 Reinforced IR: A Self-Boosting Framework For Domain-Adapted Information Retrieval ACL 2025 Reinforcement Active Client Selection for Federated Heterogeneous Graph Learning AAAI 2025 Relational Neurosymbolic Markov Models AAAI 2025 REM: A Scalable Reinforced Multi-Expert Framework for Multiplex Influence Maximization AAAI 2025 Removal of Hallucination on Hallucination: Debate-Augmented RAG ACL 2025 Requirement Patterns for Engineering Multiagent Interaction Protocols IJCAI 2025 RESCUE: Crowd Evacuation Simulation via Controlling SDM-United Characters ICCV 2025 ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models NAACL 2025 ResearchTown: Simulator of Human Research Community ICML 2025 ResearStudio: A Human-intervenable Framework for Building Controllable Deep Research Agents EMNLP 2025