Policy Learning

QUOTA: The Quantile Option Architecture for Reinforcement Learning AAAI 2019 Random Expert Distillation: Imitation Learning via Expert Policy Support Estimation ICML 2019 Randomized Adversarial Imitation Learning for Autonomous Driving IJCAI 2019 Reading Like HER: Human Reading Inspired Extractive Summarization EMNLP 2019 Recurrent Existence Determination Through Policy Optimization IJCAI 2019 Reinforced Negative Sampling for Recommendation with Exposure Data IJCAI 2019 Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews EMNLP 2019 Reinforcement Learning Experience Reuse with Policy Residual Representation IJCAI 2019 Reinforcement Learning in Configurable Continuous Environments ICML 2019 Representation Learning on Graphs: A Reinforcement Learning Application AISTATS 2019 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models NAACL 2019 Reward Constrained Policy Optimization ICLR 2019 Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning ACL 2019 Reward Learning for Efficient Reinforcement Learning in Extractive Document Summarisation IJCAI 2019 Risk-Sensitive Generative Adversarial Imitation Learning AISTATS 2019 Robust exploration in linear quadratic reinforcement learning NeurIPS 2019 Safe Policy Improvement with Baseline Bootstrapping ICML 2019 Safe Policy Improvement with Baseline Bootstrapping in Factored Environments AAAI 2019 Sample-Efficient Imitation Learning via Generative Adversarial Nets AISTATS 2019 Sample-Optimal Parametric Q-Learning Using Linearly Additive Features ICML 2019 Sharing Experience in Multitask Reinforcement Learning IJCAI 2019 Simultaneously Learning Vision and Feature-Based Control Policies for Real-World Ball-In-A-Cup RSS 2019 Social Reinforcement Learning to Combat Fake News Spread UAI 2019 Soft Policy Gradient Method for Maximum Entropy Deep Reinforcement Learning IJCAI 2019 Solving Continual Combinatorial Selection via Deep Reinforcement Learning IJCAI 2019