Policy Learning

Multi-Hop Knowledge Graph Reasoning with Reward Shaping EMNLP 2018 Multi-Level Policy and Reward Reinforcement Learning for Image Captioning IJCAI 2018 Multi-modal Predicate Identification using Dynamically Learned Robot Controllers IJCAI 2018 Multiple-Step Greedy Policies in Approximate and Online Reinforcement Learning NeurIPS 2018 Non-delusional Q-learning and value-iteration NeurIPS 2018 Occam's razor is insufficient to infer the preferences of irrational agents NeurIPS 2018 On Learning Intrinsic Rewards for Policy Gradient Methods NeurIPS 2018 Online Robust Policy Learning in the Presence of Unknown Adversaries NeurIPS 2018 Path Consistency Learning in Tsallis Entropy Regularized MDPs ICML 2018 PEORL: Integrating Symbolic Planning and Hierarchical Reinforcement Learning for Robust Decision-Making IJCAI 2018 PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos ICML 2018 Planning and Learning with Stochastic Action Sets IJCAI 2018 Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NeurIPS 2018 Policy Evaluation and Optimization with Continuous Treatments AISTATS 2018 Policy Optimization as Wasserstein Gradient Flows ICML 2018 Policy Optimization by Genetic Distillation ICLR 2018 Policy Optimization via Importance Sampling NeurIPS 2018 Policy Optimization with Demonstrations ICML 2018 Policy Optimization with Second-Order Advantage Information IJCAI 2018 Policy Shaping and Generalized Update Equations for Semantic Parsing from Denotations EMNLP 2018 Reinforcement Learning with Multiple Experts: A Bayesian Model Combination Approach NeurIPS 2018 Reinforcing Coherence for Sequence to Sequence Model in Dialogue Generation IJCAI 2018 Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning ACL 2018 [RETRACTED] Playing 20 Question Game with Policy-Based Reinforcement Learning EMNLP 2018 Risk-Aware Active Inverse Reinforcement Learning CoRL 2018