Artificial Intelligence › Core AI ›

Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

Social Influence-Based Mutual Acknowledgement Token Exchange (Student Abstract) AAAI 2026

When AI Meets AI: A Game-Theoretic Defense Framework Against AI Empowered Cyber Threats AAAI 2026

RESPOND: Realistic Environment Simulation of Population and Natural Disasters with LLM-Driven Agents AAAI 2026

Failure Localization in Multi-Agent Code Generation via Knowledge-Guided and Transferable Reasoning AAAI 2026

RAG-Enhanced Collaborative LLM Agents for Drug Discovery AAAI 2026

MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models AAAI 2026

PsyPARSE: Retrieval-Augmented Slow Thinking for Personalized Empathetic Counseling AAAI 2026

VRAgent-R1: Boosting Video Recommendation with MLLM-based Agents via Reinforcement Learning AAAI 2026

Investigating Prosocial Behavior Theory in LLM Agents Under Policy-Induced Inequities AAAI 2026

Multi-Agent Undercover Gaming: Hallucination Removal Through Counterfactual Test for Multimodal Reasoning AAAI 2026

GEMA-Score: Granular Explainable Multi-Agent Scoring Framework for Radiology Report Evaluation AAAI 2026

Debate over Mixed-knowledge: A Robust Multi-Agent Reasoning Framework for Incomplete Knowledge Graph Question Answering AAAI 2026

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models AAAI 2026

MARS: Multi-Agent Adaptive Reasoning with Socratic Guidance for Automated Prompt Optimization AAAI 2026

MAPS: Multi-Agent Personality Shaping for Collaborative Reasoning AAAI 2026

Causal, Strategic, and Combined Responsibility Attribution in Situation Calculus Concurrent Game Structures AAAI 2026

Truth-Tracking Evaluation in Opinion-Based Argumentation AAAI 2026

AgentODRL: A Large Language Model-based Multi-agent System for ODRL Generation AAAI 2026

CoLM: Collaborative Large Models via a Client-Server Paradigm AAAI 2026

DAWN: Distributed LLM Multi-Agent Workflow Synthesis AAAI 2026

SGoT-R1: Social Graph of Thought Reasoning-Enhanced Multimodal Large Language Model for Harmful Meme Detection AAAI 2026

Schema-Guided Scene-Graph Reasoning Based on Multi-Agent Large Language Model System AAAI 2026

StoryBox: Collaborative Multi-Agent Simulation for Hybrid Bottom-Up Long-Form Story Generation Using Large Language Models AAAI 2026

MEML-GRPO: Heterogeneous Multi-Expert Mutual Learning for RLVR Advancement AAAI 2026

LLM Collaboration with Multi-Agent Reinforcement Learning AAAI 2026