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Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

TCoT: Trajectory Chain-of-Thoughts for Robotic Manipulation with Failure Recovery in Vision-Language-Action Model AAAI 2026

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

GLoMOT: Efficient Online GNN-based Low-Frame-Rate Multi-Object Tracker AAAI 2026

ExpertAD: Enhancing Autonomous Driving Systems with Mixture of Experts AAAI 2026

CoMA-SLAM: Collaborative Multi-Agent Gaussian SLAM with Geometric Consistency AAAI 2026

AirCopBench: A Benchmark for Multi-drone Collaborative Embodied Perception and Reasoning AAAI 2026

PriAgent: A Collaborative Multi-Agent Framework for Auditing Android Privacy Compliance 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

RareAgents: Autonomous Multi-disciplinary Team for Rare Disease Diagnosis and Treatment AAAI 2026

RCAFlow: A Workflow-Informed Hierarchical Planning Multi-Agent System for Root Cause Analysis AAAI 2026

RAG-Enhanced Collaborative LLM Agents for Drug Discovery AAAI 2026

Guided Distillation and Risk Adaptive Evolution for Multi-Robot Navigation AAAI 2026

LLM Collaboration with Multi-Agent Reinforcement Learning AAAI 2026

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

Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting AAAI 2026

NUS-IDS at AMIYA/VarDial 2026: Improving Arabic Dialectness in LLMs with Reinforcement Learning EACL 2026

Fairness and Stability for Shared Resource Allocation Problems AAAI 2026

Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing AAAI 2026

PIPHEN: Physical Interaction Prediction with Hamiltonian Energy Networks AAAI 2026

Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs AAAI 2026

BAMAS: Structuring Budget-Aware Multi-Agent Systems AAAI 2026

InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration AAAI 2026

On the Feasibility of Using MultiModal LLMs to Execute AR Social Engineering Attacks AAAI 2026

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