Multi-Agent Systems

Corruption-Robust Offline Two-Player Zero-Sum Markov Games AISTATS 2024 Data Poisoning to Fake a Nash Equilibria for Markov Games AAAI 2024 Decentralized Monte Carlo Tree Search for Partially Observable Multi-Agent Pathfinding AAAI 2024 Decentralized Natural Policy Gradient with Variance Reduction for Collaborative Multi-Agent Reinforcement Learning JMLR 2024 Decoding Global Preferences: Temporal and Cooperative Dependency Modeling in Multi-Agent Preference-Based Reinforcement Learning AAAI 2024 Decomposing Temporal Equilibrium Strategy for Coordinated Distributed Multi-Agent Reinforcement Learning AAAI 2024 Deep Reinforcement Learning for Communication Networks AAAI 2024 Designs for Enabling Collaboration in Human-Machine Teaming via Interactive and Explainable Systems NeurIPS 2024 Detecting Influence Structures in Multi-Agent Reinforcement Learning ICML 2024 DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization AAAI 2024 Differentially Private Reinforcement Learning with Self-Play NeurIPS 2024 Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation NeurIPS 2024 Distributionally Robust Model-based Reinforcement Learning with Large State Spaces AISTATS 2024 Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners NeurIPS 2024 EarnHFT: Efficient Hierarchical Reinforcement Learning for High Frequency Trading AAAI 2024 Efficient Adaptation in Mixed-Motive Environments via Hierarchical Opponent Modeling and Planning ICML 2024 Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning ICLR 2024 Efficient Multi-agent Reinforcement Learning by Planning ICLR 2024 Efficient Multi-task Reinforcement Learning with Cross-Task Policy Guidance NeurIPS 2024 EMOTE: An Explainable Architecture for Modelling the Other through Empathy IJCAI 2024 Enhancing Cooperation through Selective Interaction and Long-term Experiences in Multi-Agent Reinforcement Learning IJCAI 2024 Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training ACL 2024 Episodic Future Thinking Mechanism for Multi-agent Reinforcement Learning NeurIPS 2024 Expressive Multi-Agent Communication via Identity-Aware Learning AAAI 2024 Factored Online Planning in Many-Agent POMDPs AAAI 2024