Multi-Agent Systems

Can mean field control (mfc) approximate cooperative multi agent reinforcement learning (marl) with non-uniform interaction? UAI 2022 Collaborative Reasoning on Multi-Modal Semantic Graphs for Video-Grounded Dialogue Generation EMNLP 2022 Common Information based Approximate State Representations in Multi-Agent Reinforcement Learning AISTATS 2022 Communication-Efficient Actor-Critic Methods for Homogeneous Markov Games ICLR 2022 Concentration Network for Reinforcement Learning of Large-Scale Multi-Agent Systems AAAI 2022 Concept Learning for Interpretable Multi-Agent Reinforcement Learning CoRL 2022 Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization ICLR 2022 Conversational AI for Positive-sum Retailing under Falsehood Control ACL 2022 Cooperative Multi-Agent Fairness and Equivariant Policies AAAI 2022 Cooperative Online Learning in Stochastic and Adversarial MDPs ICML 2022 Creating Interactive Crowds with Reinforcement Learning AAAI 2022 Dealing with Non-Stationarity in MARL via Trust-Region Decomposition ICLR 2022 Decentralized Cooperative Reinforcement Learning with Hierarchical Information Structure ALT 2022 Decentralized Mean Field Games AAAI 2022 Decentralized Safe Multi-agent Stochastic Optimal Control using Deep FBSDEs and ADMM RSS 2022 Deconfounded Value Decomposition for Multi-Agent Reinforcement Learning ICML 2022 DeepFoids: Adaptive Bio-Inspired Fish Simulation with Deep Reinforcement Learning NeurIPS 2022 DeepTOP: Deep Threshold-Optimal Policy for MDPs and RMABs NeurIPS 2022 Difference Advantage Estimation for Multi-Agent Policy Gradients ICML 2022 Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization ACL 2022 Disentangling Sources of Risk for Distributional Multi-Agent Reinforcement Learning ICML 2022 Distributed Control using Reinforcement Learning with Temporal-Logic-Based Reward Shaping L4DC 2022 Distributed Influence-Augmented Local Simulators for Parallel MARL in Large Networked Systems NeurIPS 2022 Distributed Inverse Constrained Reinforcement Learning for Multi-agent Systems NeurIPS 2022 Distributional Reward Estimation for Effective Multi-agent Deep Reinforcement Learning NeurIPS 2022