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Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

DanceHA: A Multi-Agent Framework for Document-Level Aspect-Based Sentiment Analysis AAAI 2026

Think How Your Teammates Think: Active Inference Can Benefit Decentralized Execution AAAI 2026

An LLM-based Simulation Framework for Embodied Conversational Agents in Psychological Counseling AAAI 2026

HiveMind: Contribution-Guided Online Prompt Optimization of LLM Multi-Agent Systems AAAI 2026

RECoRD: A Multi-Agent LLM Framework for Reverse Engineering Codebase to Relational Diagram AAAI 2026

LungNoduleAgent: A Collaborative Multi-Agent System for Precision Diagnosis of Lung Nodules AAAI 2026

Augmented Runtime Collaboration for Self-Organizing Multi-Agent Systems: A Hybrid Bi-Criteria Routing Approach AAAI 2026

EcoAgent: An Efficient Device-Cloud Collaborative Multi-Agent Framework for Mobile Automation AAAI 2026

MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation AAAI 2026

WRitEer: A Multi-Objective, Preference-Driven Multi-Agent Framework for Human-Like Advanced Text Generation AAAI 2026

Enhancing PIBT via Multi-Action Operations AAAI 2026

Analyze–Compose–Execute: A Dynamic Dialogue Framework for Multi-Agent Debate AAAI 2026

Extracting Events Like Code: A Multi-Agent Programming Framework for Zero-Shot Event Extraction AAAI 2026

Unifying Multi-View Knowledge for Graph Learning via Model Collaboration AAAI 2026

Fair Algorithms with Probing for Multi-Agent Multi-Armed Bandits AAAI 2026

Scalable Multi-Objective and Meta Reinforcement Learning via Gradient Estimation AAAI 2026

M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference AAAI 2026

Autonomous Partner Selection for Cooperative Multi-Agent Reinforcement Learning AAAI 2026

DAWN: Distributed LLM Multi-Agent Workflow Synthesis AAAI 2026

Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems AAAI 2026

Task Prototype-Based Knowledge Retrieval for Multi-Task Learning from Partially Annotated Data AAAI 2026

Learn from Global Correlations: Enhancing Evolutionary Algorithm via Spectral GNN AAAI 2026

Next Generation Active Learning: Mixture of LLMs in the Loop AAAI 2026

SDE-HARL: Scalable Distributed Policy Execution for Heterogeneous-Agent Reinforcement Learning AAAI 2026

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