Multi-Agent Systems

Independent Learning in Constrained Markov Potential Games AISTATS 2024 Individual Contributions as Intrinsic Exploration Scaffolds for Multi-agent Reinforcement Learning ICML 2024 Integrating Suboptimal Human Knowledge with Hierarchical Reinforcement Learning for Large-Scale Multiagent Systems NeurIPS 2024 Inverse Factorized Soft Q-Learning for Cooperative Multi-agent Imitation Learning NeurIPS 2024 JaxMARL: Multi-Agent RL Environments and Algorithms in JAX NeurIPS 2024 Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning NeurIPS 2024 LAGMA: LAtent Goal-guided Multi-Agent Reinforcement Learning ICML 2024 Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models ICML 2024 Language Grounded Multi-agent Reinforcement Learning with Human-interpretable Communication NeurIPS 2024 LASIL: Learner-Aware Supervised Imitation Learning For Long-term Microscopic Traffic Simulation CVPR 2024 Learning Decentralized Multi-Biped Control for Payload Transport CoRL 2024 Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior ICLR 2024 Learning Discrete-Time Major-Minor Mean Field Games AAAI 2024 Learning Distinguishable Trajectory Representation with Contrastive Loss NeurIPS 2024 Learning Diverse Risk Preferences in Population-Based Self-Play AAAI 2024 Learning Efficient and Robust Multi-Agent Communication via Graph Information Bottleneck AAAI 2024 Learning Equilibria in Adversarial Team Markov Games: A Nonconvex-Hidden-Concave Min-Max Optimization Problem NeurIPS 2024 Learning Extensive-Form Perfect Equilibria in Two-Player Zero-Sum Sequential Games AISTATS 2024 Learning Fair Cooperation in Mixed-Motive Games with Indirect Reciprocity IJCAI 2024 Learning in Markov Games with Adaptive Adversaries: Policy Regret, Fundamental Barriers, and Efficient Algorithms NeurIPS 2024 Learning Mean Field Games on Sparse Graphs: A Hybrid Graphex Approach ICLR 2024 Learning Pareto Set for Multi-Objective Continuous Robot Control IJCAI 2024 Learning Regularized Graphon Mean-Field Games with Unknown Graphons JMLR 2024 Learning Robot Soccer from Egocentric Vision with Deep Reinforcement Learning CoRL 2024 Learning to Balance Altruism and Self-interest Based on Empathy in Mixed-Motive Games NeurIPS 2024