Policy Learning

Hierarchical Decomposition of Nonlinear Dynamics and Control for System Identification and Policy Distillation L4DC 2020 High-Dimensional Contextual Policy Search with Unknown Context Rewards using Bayesian Optimization NeurIPS 2020 How Should an Agent Practice? AAAI 2020 How to Learn a Useful Critic? Model-based Action-Gradient-Estimator Policy Optimization NeurIPS 2020 I²HRL: Interactive Influence-based Hierarchical Reinforcement Learning IJCAI 2020 Imitation Learning via Off-Policy Distribution Matching ICLR 2020 IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks ICLR 2020 Implementation Matters in Deep RL: A Case Study on PPO and TRPO ICLR 2020 Implicit Distributional Reinforcement Learning NeurIPS 2020 Importance Sampling Techniques for Policy Optimization JMLR 2020 Incorporating Stylistic Lexical Preferences in Generative Language Models EMNLP 2020 Independent Policy Gradient Methods for Competitive Reinforcement Learning NeurIPS 2020 Induction of Subgoal Automata for Reinforcement Learning AAAI 2020 Information Theoretic Regret Bounds for Online Nonlinear Control NeurIPS 2020 Interactive Imitation Learning in State-Space CoRL 2020 Intrinsic Reward Driven Imitation Learning via Generative Model ICML 2020 Inverse Reinforcement Learning from a Gradient-based Learner NeurIPS 2020 IPO: Interior-Point Policy Optimization under Constraints AAAI 2020 Iteratively Questioning and Answering for Interpretable Legal Judgment Prediction AAAI 2020 KoGuN: Accelerating Deep Reinforcement Learning via Integrating Human Suboptimal Knowledge IJCAI 2020 Lambda-Policy Iteration with Randomization for Contractive Models with Infinite Policies: Well-Posedness and Convergence L4DC 2020 Learning Calibratable Policies using Programmatic Style-Consistency ICML 2020 Learning Efficient Dialogue Policy from Demonstrations through Shaping ACL 2020 Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards ICML 2020 Learning from Interventions Using Hierarchical Policies for Safe Learning AAAI 2020