Multi-Agent Systems

PEAR: Planner-Executor Agent Robustness Benchmark EACL 2026 Persuasion at Play: Understanding Misinformation Dynamics in Demographic-Aware Human-LLM Interactions EACL 2026 PIPHEN: Physical Interaction Prediction with Hamiltonian Energy Networks AAAI 2026 Pixel2Phys: Distilling Governing Laws from Visual Dynamics CVPR 2026 Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems AAAI 2026 PolitNuggets: Benchmarking Agentic Discovery of Long-Tail Political Facts ACL 2026 PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation ACL 2026 PriAgent: A Collaborative Multi-Agent Framework for Auditing Android Privacy Compliance AAAI 2026 ProductResearch: Training E-Commerce Deep Research Agents via Multi-Agent Synthetic Trajectory Distillation ACL 2026 ProRec-Video: Guiding Hierarchical Interest Transitions for Proactive Short Video Recommendation with Dynamic Feedback Adaptation AAAI 2026 PROTEA: Offline Evaluation and Iterative Refinement for Multi-Agent LLM Workflows ACL 2026 PsyPARSE: Retrieval-Augmented Slow Thinking for Personalized Empathetic Counseling AAAI 2026 RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows MIDL 2026 RAG-Enhanced Collaborative LLM Agents for Drug Discovery AAAI 2026 RAM-SD: Retrieval-Augmented Multi-agent framework for Sarcasm Detection ACL 2026 RareAgents: Autonomous Multi-disciplinary Team for Rare Disease Diagnosis and Treatment AAAI 2026 Rational Revision of Group Intentions AAAI 2026 RCAFlow: A Workflow-Informed Hierarchical Planning Multi-Agent System for Root Cause Analysis AAAI 2026 ReContraster: Making Your Posters Stand Out with Regional Contrast ACL 2026 RECoRD: A Multi-Agent LLM Framework for Reverse Engineering Codebase to Relational Diagram AAAI 2026 RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems AAAI 2026 Refer-Agent: A Collaborative Multi-Agent System with Reasoning and Reflection for Referring Video Object Segmentation CVPR 2026 RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents AAAI 2026 Reinforcing Agentic Search Via Reward Density Optimization ACL 2026 Resilience in Ambient Multi-Agent LLMs via Decentralized Bio-Autonomic Control and Immune-Inspired Anomaly Detection AAAI 2026