Reinforcement Learning

On the Sample Complexity of Learning Infinite-horizon Discounted Linear Kernel MDPs ICML 2022 On the Sample Complexity of Stability Constrained Imitation Learning L4DC 2022 On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL NeurIPS 2022 On Well-posedness and Minimax Optimal Rates of Nonparametric Q-function Estimation in Off-policy Evaluation ICML 2022 Open-Ended Reinforcement Learning with Neural Reward Functions NeurIPS 2022 Operator Splitting Value Iteration NeurIPS 2022 Optimal control of partially observable Markov decision processes with finite linear temporal logic constraints UAI 2022 Optimal Estimation of Policy Gradient via Double Fitted Iteration ICML 2022 Optimal Pointing Sequences in Spacecraft Formation Flying Using Online Planning with Resource Constraints L4DC 2022 Optimal Transport for Stationary Markov Chains via Policy Iteration JMLR 2022 Optimistic Initialization for Exploration in Continuous Control AAAI 2022 Optimistic Linear Support and Successor Features as a Basis for Optimal Policy Transfer ICML 2022 Optimistic Posterior Sampling for Reinforcement Learning with Few Samples and Tight Guarantees NeurIPS 2022 Optimizing Sequential Experimental Design with Deep Reinforcement Learning ICML 2022 Optimizing Tensor Network Contraction Using Reinforcement Learning ICML 2022 Option Transfer and SMDP Abstraction with Successor Features IJCAI 2022 Oracle Inequalities for Model Selection in Offline Reinforcement Learning NeurIPS 2022 Orchestrated Value Mapping for Reinforcement Learning ICLR 2022 Out-of-Dynamics Imitation Learning from Multimodal Demonstrations CoRL 2022 PAC: Assisted Value Factorization with Counterfactual Predictions in Multi-Agent Reinforcement Learning NeurIPS 2022 PaCo: Parameter-Compositional Multi-task Reinforcement Learning NeurIPS 2022 PAGE-PG: A Simple and Loopless Variance-Reduced Policy Gradient Method with Probabilistic Gradient Estimation ICML 2022 PALMER: Perception - Action Loop with Memory for Long-Horizon Planning NeurIPS 2022 PAnDR: Fast Adaptation to New Environments from Offline Experiences via Decoupling Policy and Environment Representations IJCAI 2022 PantheonRL: A MARL Library for Dynamic Training Interactions AAAI 2022