Reinforcement Learning

Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation AISTATS 2022 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP NeurIPS 2022 A Non-asymptotic Analysis of Non-parametric Temporal-Difference Learning NeurIPS 2022 AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization NAACL 2022 A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes AAAI 2022 A Reduction-Based Framework for Conservative Bandits and Reinforcement Learning ICLR 2022 A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony NAACL 2022 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022 ASPiRe: Adaptive Skill Priors for Reinforcement Learning NeurIPS 2022 A Temporal-Difference Approach to Policy Gradient Estimation ICML 2022 Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems NeurIPS 2022 A Unified Framework for Alternating Offline Model Training and Policy Learning NeurIPS 2022 A Unifying Framework of Off-Policy General Value Function Evaluation NeurIPS 2022 A Unifying Theory of Thompson Sampling for Continuous Risk-Averse Bandits AAAI 2022 Automatic Generation of Socratic Subquestions for Teaching Math Word Problems EMNLP 2022 Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds NeurIPS 2022 AVAST: Attentive Variational State Tracker in a Reinforced Navigator AACL 2022 Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning NeurIPS 2022 Bayesian Risk Markov Decision Processes NeurIPS 2022 Beyond the Policy Gradient Theorem for Efficient Policy Updates in Actor-Critic Algorithms AISTATS 2022 Beyond the Return: Off-policy Function Estimation under User-specified Error-measuring Distributions NeurIPS 2022 Bisimulation Makes Analogies in Goal-Conditioned Reinforcement Learning ICML 2022 Boosted Curriculum Reinforcement Learning ICLR 2022 Can Q-learning be Improved with Advice? COLT 2022 Can Question Rewriting Help Conversational Question Answering? ACL 2022