Multi-Agent Systems

Scaling Up Cooperative Multi-Agent Reinforcement Learning Through Hierarchical Heterogeneous Modular Architectures AAAI 2026 Schema-Guided Scene-Graph Reasoning Based on Multi-Agent Large Language Model System AAAI 2026 SciDataMAS: LLM-Driven MAS for Scientific Data Management (Student Abstract) AAAI 2026 SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System CVPR 2026 Scope Delineation Before Localization: A Two-Stage Framework for Enhancing Failure Attribution in Multi-Agent Systems AAAI 2026 SCRIPTMIND: Crime Script Inference and Cognitive Evaluation for LLM-based Social Engineering Scam Detection System EACL 2026 S-DAG: A Subject-Based Directed Acyclic Graph for Multi-Agent Heterogeneous Reasoning AAAI 2026 SDE-HARL: Scalable Distributed Policy Execution for Heterogeneous-Agent Reinforcement Learning AAAI 2026 Security Games with Layered Defenses: Adaptive Adversaries and Gittins Indices AAAI 2026 Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems ACL 2026 SELENE: Selective and Evidence-Weighted LLM Debating for Efficient and Reliable Reasoning EACL 2026 SEMIROUTER: Sparse-Data Enhanced Routing for Adaptive Multi-LLM System EACL 2026 SEVADE: Self-Evolving Multi-Agent Analysis with Decoupled Evaluation for Hallucination-Resistant Sarcasm Detection AAAI 2026 SGoT-R1: Social Graph of Thought Reasoning-Enhanced Multimodal Large Language Model for Harmful Meme Detection AAAI 2026 Shadows in the Code: Exploring the Risks and Defenses of LLM-based Multi-Agent Software Development Systems AAAI 2026 ShortageSim: Simulating Drug Shortages Under Information Asymmetry AAAI 2026 SIGN: Schema Induced Games for Naming (Student Abstract) AAAI 2026 SILO-BENCH: A Scalable Environment for Evaluating Distributed Coordination in Multi-Agent LLM Systems ACL 2026 SimPBL: A Multi-Agent Framework for Project-Based Learning ACL 2026 Simulating Dispute Mediation with LLM-Based Agents for Legal Research AAAI 2026 Sink equilibria and the attractors of learning in games ALT 2026 SlideBot: A Multi-Agent Framework for Generating Informative, Reliable, Multi-Modal Presentations AAAI 2026 SlideTailor: Personalized Presentation Slide Generation for Scientific Papers AAAI 2026 Small Agents, Big Gains: Journey-Aware and Critic-Guided Simulation for Long-Horizon Shopping Dialogues ACL 2026 SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity EACL 2026