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Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

Conversational Learning Diagnosis via Reasoning Multi-Turn Interactive Learning AAAI 2026

Whispering Agents: A Event-Driven Covert Communication Protocol for the Internet of Agents AAAI 2026

WikiMAG: A Multi-Agent Guided Framework for Generating Structured Wikipedia-like Articles AAAI 2026

From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions AAAI 2026

RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems AAAI 2026

Automatic Paper Reviewing with Heterogeneous Graph Reasoning over LLM-Simulated Reviewer-Author Debates AAAI 2026

Navigating the Infinite Dynamic Web Space: Effective In-Context Exploration via Cognitive Multi-Agent Collaboration EACL 2026

RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents AAAI 2026

A Multi-Agent LLM Framework for Multi-Domain Low-Resource In-Context NER via Knowledge Retrieval, Disambiguation and Reflective Analysis AAAI 2026

MAJIC: Markovian Adaptive Jailbreaking via Iterative Composition of Diverse Innovative Strategies AAAI 2026

When Natural Strategies Meet Fuzziness and Resource-Bounded Actions AAAI 2026

Simulating Dispute Mediation with LLM-Based Agents for Legal Research AAAI 2026

GDBA Revisited: Unleashing the Power of Guided Local Search for Distributed Constraint Optimization AAAI 2026

S-DAG: A Subject-Based Directed Acyclic Graph for Multi-Agent Heterogeneous Reasoning AAAI 2026

iMAD: Intelligent Multi-Agent Debate for Efficient and Accurate LLM Inference AAAI 2026

Cost-Effective Communication: An Auction-based Method for Language Agent Interaction AAAI 2026

Symbolic Planning and Multi-Agent Path Finding in Extremely Dense Environments with Unassigned Agents AAAI 2026

Agent-SAMA: State-Aware Mobile Assistant AAAI 2026

Orion: Steering Personalized Web Agents via Global-Micro Profiling and Adaptive Intent Tracking AAAI 2026

Tapas Are Free! Training-Free Adaptation of Programmatic Agents via LLM-Guided Program Synthesis in Dynamic Environments AAAI 2026

Graph Attention-Guided Search for Dense Multi-Agent Pathfinding AAAI 2026

Robust Multiagent Combinatorial Path Finding AAAI 2026

DRAFT-RL: Multi-Agent Chain-of-Draft Reasoning for Reinforcement Learning-Enhanced LLMs AAAI 2026

SEVADE: Self-Evolving Multi-Agent Analysis with Decoupled Evaluation for Hallucination-Resistant Sarcasm Detection AAAI 2026

StyleTailor: Towards Personalized Fashion Styling via Hierarchical Negative Feedback AAAI 2026