Reinforcement Learning

Online Sparse Reinforcement Learning AISTATS 2021 On Reinforcement Learning with Adversarial Corruption and Its Application to Block MDP ICML 2021 On Reward-Free RL with Kernel and Neural Function Approximations: Single-Agent MDP and Markov Game ICML 2021 On the Importance of Hyperparameter Optimization for Model-based Reinforcement Learning AISTATS 2021 On the Linear Convergence of Policy Gradient Methods for Finite MDPs AISTATS 2021 On the Model-Based Stochastic Value Gradient for Continuous Reinforcement Learning L4DC 2021 On the Stability of Random Matrix Product with Markovian Noise: Application to Linear Stochastic Approximation and TD Learning COLT 2021 On the Suboptimality of Thompson Sampling in High Dimensions NeurIPS 2021 OptiDICE: Offline Policy Optimization via Stationary Distribution Correction Estimation ICML 2021 Optimal Off-Policy Evaluation from Multiple Logging Policies ICML 2021 Optimal Policies Tend To Seek Power NeurIPS 2021 Optimizing Percentile Criterion using Robust MDPs AISTATS 2021 Partial Off-Policy Learning: Balance Accuracy and Diversity for Human-Oriented Image Captioning ICCV 2021 Pattern-enhanced Contrastive Policy Learning Network for Sequential Recommendation IJCAI 2021 PEBBLE: Feedback-Efficient Interactive Reinforcement Learning via Relabeling Experience and Unsupervised Pre-training ICML 2021 Phasic Policy Gradient ICML 2021 Plan-Based Relaxed Reward Shaping for Goal-Directed Tasks ICLR 2021 Planning and Reinforcement Learning for General-Purpose Service Robots IJCAI 2021 Planning with Learned Dynamic Model for Unsupervised Point Cloud Registration IJCAI 2021 Policy Caches with Successor Features ICML 2021 Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey IJCAI 2021 Policy Optimization in Adversarial MDPs: Improved Exploration via Dilated Bonuses NeurIPS 2021 Predicting Human Scanpaths in Visual Question Answering CVPR 2021 Preferential Temporal Difference Learning ICML 2021 Primal-dual Learning for the Model-free Risk-constrained Linear Quadratic Regulator L4DC 2021