Policy Learning

Beyond the Policy Gradient Theorem for Efficient Policy Updates in Actor-Critic Algorithms AISTATS 2022 Bisimulation Makes Analogies in Goal-Conditioned Reinforcement Learning ICML 2022 Bregman Gradient Policy Optimization ICLR 2022 Can Humans Be out of the Loop? CLeaR 2022 Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022 Cliff Diving: Exploring Reward Surfaces in Reinforcement Learning Environments ICML 2022 Communicating via Markov Decision Processes ICML 2022 Composing Ci with Reinforced Non-autoregressive Text Generation EMNLP 2022 CoMPS: Continual Meta Policy Search ICLR 2022 Confident Approximate Policy Iteration for Efficient Local Planning in q^π-realizable MDPs NeurIPS 2022 Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning NeurIPS 2022 Constrained GPI for Zero-Shot Transfer in Reinforcement Learning NeurIPS 2022 Constrained Policy Optimization via Bayesian World Models ICLR 2022 Constrained Update Projection Approach to Safe Policy Optimization NeurIPS 2022 Constrained Variational Policy Optimization for Safe Reinforcement Learning ICML 2022 Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022 Constructing a Good Behavior Basis for Transfer using Generalized Policy Updates ICLR 2022 Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022 Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization ICLR 2022 Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning ICML 2022 Control-Tutored Reinforcement Learning: Towards the Integration of Data-Driven and Model-Based Control L4DC 2022 Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022 Convergence of Policy Gradient for Entropy Regularized MDPs with Neural Network Approximation in the Mean-Field Regime ICML 2022 CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing ICLR 2022 Cross-Domain Imitation Learning via Optimal Transport ICLR 2022