Multi-Agent Systems

Exploring the Efficacy of Multi-Agent Reinforcement Learning for Autonomous Cyber Defence: A CAGE Challenge 4 Perspective AAAI 2025 Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning ICLR 2025 Federated Q-Learning with Reference-Advantage Decomposition: Almost Optimal Regret and Logarithmic Communication Cost ICLR 2025 Finite-Time Convergence Rates in Stochastic Stackelberg Games with Smooth Algorithmic Agents ICML 2025 Finite-Time Global Optimality Convergence in Deep Neural Actor-Critic Methods for Decentralized Multi-Agent Reinforcement Learning ICML 2025 FlickerFusion: Intra-trajectory Domain Generalizing Multi-agent Reinforcement Learning ICLR 2025 From General Relation Patterns to Task-Specific Decision-Making in Continual Multi-Agent Coordination IJCAI 2025 Gap-Dependent Bounds for Federated Q-Learning ICML 2025 Generative Multi-Agent Collaboration in Embodied AI: A Systematic Review IJCAI 2025 GENTEEL-NEGOTIATOR: LLM-Enhanced Mixture-of-Expert-Based Reinforcement Learning Approach for Polite Negotiation Dialogue AAAI 2025 GPUDrive: Data-driven, multi-agent driving simulation at 1 million FPS ICLR 2025 Gradient-Guided Credit Assignment and Joint Optimization for Dependency-Aware Spatial Crowdsourcing AAAI 2025 GradPS: Resolving Futile Neurons in Parameter Sharing Network for Multi-Agent Reinforcement Learning ICML 2025 Graph Diffusion for Robust Multi-Agent Coordination ICML 2025 Group-Agent Reinforcement Learning with Heterogeneous Agents UAI 2025 GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL AAAI 2025 GTDE: Grouped Training with Decentralized Execution for Multi-agent Actor-Critic AAAI 2025 HCRide: Harmonizing Passenger Fairness and Driver Preference for Human-Centered Ride-Hailing IJCAI 2025 High-Dimensional Prediction for Sequential Decision Making ICML 2025 High Probability Bound for Cross-Learning Contextual Bandits with Unknown Context Distributions ICML 2025 Hold My Beer: Learning Gentle Humanoid Locomotion and End-Effector Stabilization Control CoRL 2025 How to Coordinate UAVs and UGVs for Efficient Mission Planning? Optimizing Energy-Constrained Cooperative Routing with a DRL Framework RSS 2025 Hybrid Modeling of Heterogeneous Human Teams for Collaborative Decision Processes L4DC 2025 HYGMA: Hypergraph Coordination Networks with Dynamic Grouping for Multi-Agent Reinforcement Learning ICML 2025 Imitation Learning Backoff: Reinforcement Learning-based Channel Access for Guaranteeing Fairness (Student Abstract) AAAI 2025