Reinforcement Learning

Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022 CEIP: Combining Explicit and Implicit Priors for Reinforcement Learning with Demonstrations NeurIPS 2022 CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning NAACL 2022 Chaining Value Functions for Off-Policy Learning AAAI 2022 Characterization of Incentive Compatibility of an Ex-ante Constrained Player AAAI 2022 Comparing BERT-based Reward Functions for Deep Reinforcement Learning in Machine Translation COLING 2022 Composing Ci with Reinforced Non-autoregressive Text Generation EMNLP 2022 Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs NeurIPS 2022 Computational-Statistical Gap in Reinforcement Learning COLT 2022 Concentration Network for Reinforcement Learning of Large-Scale Multi-Agent Systems AAAI 2022 Confident Approximate Policy Iteration for Efficient Local Planning in q^π-realizable MDPs NeurIPS 2022 CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning EMNLP 2022 Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning NeurIPS 2022 Constrained Offline Policy Optimization ICML 2022 Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022 Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022 Contextual Information-Directed Sampling ICML 2022 Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022 Continuous MDP Homomorphisms and Homomorphic Policy Gradient NeurIPS 2022 Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022 Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation AAAI 2022 Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022 Cooperative Multi-Agent Fairness and Equivariant Policies AAAI 2022 Criticality-Based Advice in Reinforcement Learning (Student Abstract) AAAI 2022 d3rlpy: An Offline Deep Reinforcement Learning Library JMLR 2022