Multi-Agent Systems

LatentGate: Low-Latency Semantic Routing via Frozen-Backbone Probing of Small Language Models ACL 2026 Learn from Global Correlations: Enhancing Evolutionary Algorithm via Spectral GNN AAAI 2026 Learning in Zero-Sum Markov Games: Relaxing Strong Reachability and Mixing Time Assumptions AAAI 2026 Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration CVPR 2026 Learning to Deliberate: Meta-policy Collaboration for Agentic LLMs with Multi-agent Reinforcement Learning AAAI 2026 Learning to Generate and Extract: A Multi-Agent Collaboration Framework for Zero-Shot Document-Level Event Arguments Extraction AAAI 2026 LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning ACL 2026 Leibniz: Theory-of-Mind Driven Neuro-Symbolic Logical Reasoning via Multi-Agent Collaboration ACL 2026 Linking Modality Isolation in Heterogeneous Collaborative Perception CVPR 2026 Live API-Bench: 2500+ Live APIs for Testing Multi-Step Tool Calling EACL 2026 LiveCultureBench: a Multi-Agent, Multi-Cultural Benchmark for Large Language Models in Dynamic Social Simulations ACL 2026 LLM-Based Multi-Agent Systems for Clinical Workflows: A Survey of AI Hospitals ACL 2026 LLM Collaboration with Multi-Agent Reinforcement Learning AAAI 2026 LLM-Enabled Scientific Knowledge Diffusion Analysis AAAI 2026 Local Guidance for Configuration-Based Multi-Agent Pathfinding AAAI 2026 LongVideoAgent: Multi-Agent Reasoning with Long Videos ACL 2026 LungNoduleAgent: A Collaborative Multi-Agent System for Precision Diagnosis of Lung Nodules AAAI 2026 Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage ACL 2026 M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference AAAI 2026 MACoT: Synthesizing Chains of Thought for Small Models via Multi-Agent Collaboration AAAI 2026 MADIAVE: Multi-Agent Debate for Implicit Attribute Value Extraction EACL 2026 MAFA: A Multi-Agent Framework for Enterprise-Scale Annotation with Configurable Task Adaptation AAAI 2026 MAGIC: Multi-Agent Argumentation and Grammar Integrated Critiquer AAAI 2026 MAJIC: Markovian Adaptive Jailbreaking via Iterative Composition of Diverse Innovative Strategies AAAI 2026 MAMA-Memeia! Multi-Aspect Multi-Agent Collaboration for Depressive Symptoms Identification in Memes AAAI 2026