Reinforcement Learning

Model Selection in Batch Policy Optimization ICML 2022 Multi-agent Dynamic Algorithm Configuration NeurIPS 2022 Multiagent Q-learning with Sub-Team Coordination NeurIPS 2022 Multi-Agent Reinforcement Learning with General Utilities via Decentralized Shadow Reward Actor-Critic AAAI 2022 Multi-Armed Bandit Problem with Temporally-Partitioned Rewards: When Partial Feedback Counts IJCAI 2022 MuMu: Cooperative Multitask Learning-Based Guided Multimodal Fusion AAAI 2022 Myriad: a real-world testbed to bridge trajectory optimization and deep learning NeurIPS 2022 Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs NeurIPS 2022 Nearly Minimax Optimal Regret for Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation AISTATS 2022 Nearly Minimax Optimal Reinforcement Learning with Linear Function Approximation ICML 2022 Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NeurIPS 2022 Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs AISTATS 2022 Near-Optimal Randomized Exploration for Tabular Markov Decision Processes NeurIPS 2022 Neural Stochastic Control NeurIPS 2022 Nocturne: a scalable driving benchmark for bringing multi-agent learning one step closer to the real world NeurIPS 2022 Non-Markovian Reward Modelling from Trajectory Labels via Interpretable Multiple Instance Learning NeurIPS 2022 Non-monotonic Resource Utilization in the Bandits with Knapsacks Problem NeurIPS 2022 NSGZero: Efficiently Learning Non-exploitable Policy in Large-Scale Network Security Games with Neural Monte Carlo Tree Search AAAI 2022 Offline Policy Selection under Uncertainty AISTATS 2022 Offline Reinforcement Learning with Realizability and Single-policy Concentrability COLT 2022 Offline RL Policies Should Be Trained to be Adaptive ICML 2022 Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022 Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022 Off-Policy Evaluation with Deficient Support Using Side Information NeurIPS 2022 Off-Policy Reinforcement Learning with Delayed Rewards ICML 2022