Reinforcement Learning

Reward-Free Policy Space Compression for Reinforcement Learning AISTATS 2022 Reward-Free RL is No Harder Than Reward-Aware RL in Linear Markov Decision Processes ICML 2022 Rewarding Semantic Similarity under Optimized Alignments for AMR-to-Text Generation ACL 2022 Reward-Weighted Regression Converges to a Global Optimum AAAI 2022 RLET: A Reinforcement Learning Based Approach for Explainable QA with Entailment Trees EMNLP 2022 RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022 RL with KL penalties is better viewed as Bayesian inference EMNLP 2022 Robust Imitation via Mirror Descent Inverse Reinforcement Learning NeurIPS 2022 Robust Multi-Objective Reinforcement Learning with Dynamic Preferences ACML 2022 Robust On-Policy Sampling for Data-Efficient Policy Evaluation in Reinforcement Learning NeurIPS 2022 Robust Policy Learning over Multiple Uncertainty Sets ICML 2022 Safe Exploration for Efficient Policy Evaluation and Comparison ICML 2022 Safe Optimal Design with Applications in Off-Policy Learning AISTATS 2022 Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation AISTATS 2022 Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022 Sample-Efficient Learning of Correlated Equilibria in Extensive-Form Games NeurIPS 2022 Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information COLT 2022 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NeurIPS 2022 Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022 ScienceWorld: Is your Agent Smarter than a 5th Grader? EMNLP 2022 Selecting Optimal Context Sentences for Event-Event Relation Extraction AAAI 2022 Semi-infinitely Constrained Markov Decision Processes NeurIPS 2022 Sequence Model Imitation Learning with Unobserved Contexts NeurIPS 2022 Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters ICML 2022 Sketching Without Worrying: Noise-Tolerant Sketch-Based Image Retrieval CVPR 2022