Multi-Agent Systems

CycleChemist: A Dual-Pronged Machine Learning Framework for Organic Photovoltaic Discovery AAAI 2026 Harnessing Data from Clustered LQR Systems: Personalized and Collaborative Policy Optimization L4DC 2026 Last-iterate Convergence for Symmetric, General-sum, 2 × 2 Games Under The Exponential Weights Dynamic ALT 2026 Online Learning for Uninformed Markov Games: Empirical Nash-Value Regret and Non-Stationarity Adaptation COLT 2026 Regret Minimization with Adaptive Opponents in Repeated Games COLT 2026 Sparse Action-Dependent Policy Iteration under Coordination Structures: Convergence and Optimality UAI 2026 SPIO: Ensemble and Selective Strategies via LLM-Based Multi-Agent Planning in Automated Data Science ACL 2026 Active Geospatial Search for Efficient Tenant Eviction Outreach AAAI 2025 AdaDrive: Self-Adaptive Slow-Fast System for Language-Grounded Autonomous Driving ICCV 2025 Adaptive Manipulation for Coalitions in Knockout Tournaments AAAI 2025 AIR: Unifying Individual and Collective Exploration in Cooperative Multi-Agent Reinforcement Learning AAAI 2025 AMAS: Adaptively Determining Communication Topology for LLM-based Multi-agent System EMNLP 2025 A Multi-Agent Framework for Quantitative Finance : An Application to Portfolio Management Analytics EMNLP 2025 An Adversary-Resistant Multi-Agent LLM System via Credibility Scoring IJCNLP 2025 An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals ACL 2025 AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction EMNLP 2025 Approximate State Abstraction for Markov Games AAAI 2025 A Sequential Multi-Stage Approach for Code Vulnerability Detection via Confidence- and Collaboration-based Decision Making EMNLP 2025 Asymptotic Extinction in Large Coordination Games AAAI 2025 A Thorough Comparison Between Independent Cascade and Susceptible-Infected-Recovered Models AAAI 2025 AttributeForge: An Agentic LLM Framework for Automated Product Schema Modeling EMNLP 2025 Augmenting Multi-Agent Communication with State Delta Trajectory EMNLP 2025 Beyond Monotonicity: On the Convergence of Learning Algorithms in Standard Auction Games AAAI 2025 CALM: Consensus-Aware Localized Merging for Multi-Task Learning ICML 2025 Causal Graph based Event Reasoning using Semantic Relation Experts ACL 2025