Reinforcement Learning

What can I do here? A Theory of Affordances in Reinforcement Learning ICML 2020 What Can Learned Intrinsic Rewards Capture? ICML 2020 What Is It You Really Want of Me? Generalized Reward Learning with Biased Beliefs about Domain Dynamics AAAI 2020 What Makes A Good Story? Designing Composite Rewards for Visual Storytelling AAAI 2020 Working Memory Graphs ICML 2020 A Bayesian Approach to Robust Reinforcement Learning UAI 2019 A Comparative Analysis of Expected and Distributional Reinforcement Learning AAAI 2019 Adaptive Auxiliary Task Weighting for Reinforcement Learning NeurIPS 2019 Adaptive Temporal-Difference Learning for Policy Evaluation with Per-State Uncertainty Estimates NeurIPS 2019 A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification ACL 2019 A Deep Reinforcement Learning Framework for Rebalancing Dockless Bike Sharing Systems AAAI 2019 A Divergence Minimization Perspective on Imitation Learning Methods CoRL 2019 A Family of Robust Stochastic Operators for Reinforcement Learning NeurIPS 2019 A Learnable Safety Measure CoRL 2019 Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model NeurIPS 2019 A Model-Based Reinforcement Learning with Adversarial Training for Online Recommendation NeurIPS 2019 A Model-Free Affective Reinforcement Learning Approach to Personalization of an Autonomous Social Robot Companion for Early Literacy Education AAAI 2019 A neurally plausible model learns successor representations in partially observable environments NeurIPS 2019 A new dog learns old tricks: RL finds classic optimization algorithms ICLR 2019 Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation EMNLP 2019 Answer-Supervised Question Reformulation for Enhancing Conversational Machine Comprehension EMNLP 2019 Approximate Relative Value Learning for Average-reward Continuous State MDPs UAI 2019 A Regularized Approach to Sparse Optimal Policy in Reinforcement Learning NeurIPS 2019 A Survey of Reinforcement Learning Informed by Natural Language IJCAI 2019 A Tighter Analysis of Randomised Policy Iteration UAI 2019