Reinforcement Learning

An Analytical Update Rule for General Policy Optimization ICML 2022 Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning NeurIPS 2022 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP NeurIPS 2022 An Experimental Design Perspective on Model-Based Reinforcement Learning ICLR 2022 A Non-asymptotic Analysis of Non-parametric Temporal-Difference Learning NeurIPS 2022 A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022 Anti-Concentrated Confidence Bonuses For Scalable Exploration ICLR 2022 Anti-Overestimation Dialogue Policy Learning for Task-Completion Dialogue System NAACL 2022 AnyMorph: Learning Transferable Polices By Inferring Agent Morphology ICML 2022 A Parametric Class of Approximate Gradient Updates for Policy Optimization ICML 2022 A Piecewise Learning Framework for Control of Unknown Nonlinear Systems with Stability Guarantees L4DC 2022 A Policy-Guided Imitation Approach for Offline Reinforcement Learning NeurIPS 2022 A POMDP Dialogue Policy with 3-way Grounding and Adaptive Sensing for Learning through Communication EMNLP 2022 Application of Neurosymbolic AI to Sequential Decision Making IJCAI 2022 Approximate Exploitability: Learning a Best Response IJCAI 2022 Approximate Information State for Approximate Planning and Reinforcement Learning in Partially Observed Systems JMLR 2022 Approximate Value Equivalence NeurIPS 2022 A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes AAAI 2022 ARC - Actor Residual Critic for Adversarial Imitation Learning CoRL 2022 A Reinforcement Learning-Informed Pattern Mining Framework for Multivariate Time Series Classification IJCAI 2022 A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning ICLR 2022 A Self-Play Posterior Sampling Algorithm for Zero-Sum Markov Games ICML 2022 A Sequence Modelling Approach to Question Answering in Text-Based Games NAACL 2022 A Simple Decentralized Cross-Entropy Method NeurIPS 2022 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022