Multi-Agent Systems

DocLens: A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding ACL 2026 Do LLM Agents Mirror Socio-Cognitive Effects in Power-Asymmetric Conversations? ACL 2026 Do Mixed-Vendor Multi-Agent LLMs Improve Clinical Diagnosis? EACL 2026 Do Multi-Agents Solve Better Than Single? Evaluating Agentic Frameworks for Diagram-Grounded Geometry Problem Solving and Reasoning EACL 2026 Don’t Trust Generative Agents to Mimic Communication on Social Networks Unless You Benchmarked their Empirical Realism EACL 2026 DPC: Training-Free Text-to-SQL Candidate Selection via Dual-Paradigm Consistency ACL 2026 DRAFT-RL: Multi-Agent Chain-of-Draft Reasoning for Reinforcement Learning-Enhanced LLMs AAAI 2026 DRAMA: Next-Gen Dynamic Orchestration for Resilient Multi-Agent Ecosystems in Flux CVPR 2026 Dynamic Agent Grouping ECBS: Scaling Windowed Multi-Agent Path Finding with Completeness Guarantees AAAI 2026 Dynamic Generation of Multi LLM Agents Communication Topologies with Graph Diffusion Models ACL 2026 Dynamics of Cognitive Heterogeneity: Investigating Behavioral Biases in Multi-Stage Supply Chains with LLM-Based Simulation ACL 2026 Dynamics of Learning under User Choice: Overspecialization and Peer-Model Probing UAI 2026 EcoAgent: An Efficient Device-Cloud Collaborative Multi-Agent Framework for Mobile Automation AAAI 2026 Edge-Binary Public Goods Games AAAI 2026 Efficient Decentralized Learning of Generalized Quantal Response Equilibrium UAI 2026 Efficient Multiagent Planning via Shared Action Suggestions AAAI 2026 Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search ACL 2026 Efficient Opportunistic Approachability ALT 2026 Efficient Reinforcement Learning for Zero-Shot Coordination in Evolving Games AAAI 2026 EmoMAS: Emotion-Aware Multi-Agent System for High-Stakes Edge-Deployable Negotiation with Bayesian Orchestration ACL 2026 Enabling Agents to Communicate Entirely in Latent Space ACL 2026 End-to-End Optimization of LLM-Driven Multi-Agent Search Systems via Heterogeneous-Group-Based Reinforcement Learning ACL 2026 Enhancing PIBT via Multi-Action Operations AAAI 2026 Enhancing Strategy Logic with Procedural Rationality AAAI 2026 ETOM: A Five-Level Benchmark for Evaluating Tool Orchestration within the MCP Ecosystem EACL 2026