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Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval-Augmented Generation Across Learning Styles EMNLP 2025
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025
DiplomacyAgent: Do LLMs Balance Interests and Ethical Principles in International Events? EMNLP 2025
Debate-to-Detect: Reformulating Misinformation Detection as a Real-World Debate with Large Language Models EMNLP 2025
From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing EMNLP 2025
ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks EMNLP 2025
Evaluating Behavioral Alignment in Conflict Dialogue: A Multi-Dimensional Comparison of LLM Agents and Humans EMNLP 2025
Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards EMNLP 2025
MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models EMNLP 2025
UI-Hawk: Unleashing the Screen Stream Understanding for Mobile GUI Agents EMNLP 2025
MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications EMNLP 2025
A Sequential Multi-Stage Approach for Code Vulnerability Detection via Confidence- and Collaboration-based Decision Making EMNLP 2025
Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025
AMACE: Automatic Multi-Agent Chart Evolution for Iteratively Tailored Chart Generation EMNLP 2025
MADAWSD: Multi-Agent Debate Framework for Adversarial Word Sense Disambiguation EMNLP 2025
SPARK: Simulating the Co-evolution of Stance and Topic Dynamics in Online Discourse with LLM-based Agents EMNLP 2025
Enhancing LLM-Based Social Bot via an Adversarial Learning Framework EMNLP 2025
MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition EMNLP 2025
Amulet: Putting Complex Multi-Turn Conversations on the Stand with LLM Juries EMNLP 2025
GraphAgent: Agentic Graph Language Assistant EMNLP 2025
DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration EMNLP 2025
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025
CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards EMNLP 2025
TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering EMNLP 2025
Generative Multi-Agent Collaboration in Embodied AI: A Systematic Review IJCAI 2025