Reinforcement Learning

Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism ICML 2020 Reinforcement Learning for Safety-Critical Control under Model Uncertainty, using Control Lyapunov Functions and Control Barrier Functions RSS 2020 Reinforcement Learning Framework for Deep Brain Stimulation Study IJCAI 2020 Reinforcement Learning from Imperfect Demonstrations under Soft Expert Guidance AAAI 2020 Reinforcement Learning in Continuous Time and Space: A Stochastic Control Approach JMLR 2020 Reinforcement Learning in Factored MDPs: Oracle-Efficient Algorithms and Tighter Regret Bounds for the Non-Episodic Setting NeurIPS 2020 Reinforcement Learning of Risk-Constrained Policies in Markov Decision Processes AAAI 2020 Reinforcement Learning When All Actions Are Not Always Available AAAI 2020 Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing NeurIPS 2020 Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives ICLR 2020 Reinforcement Learning with Dynamic Boltzmann Softmax Updates IJCAI 2020 Reinforcement Learning with Feedback Graphs NeurIPS 2020 Reinforcement Learning with General Value Function Approximation: Provably Efficient Approach via Bounded Eluder Dimension NeurIPS 2020 Reinforcement Learning with Imbalanced Dataset for Data-to-Text Medical Report Generation EMNLP 2020 Reinforcement Learning with Non-Markovian Rewards AAAI 2020 Reinforcement Learning with Perturbed Rewards AAAI 2020 Reinforcement Learning with Videos: Combining Offline Observations with Interaction CoRL 2020 Reinforcement Mechanism Design: With Applications to Dynamic Pricing in Sponsored Search Auctions AAAI 2020 Reinforcing an Image Caption Generator Using Off-Line Human Feedback AAAI 2020 Relation-Aware Transformer for Portfolio Policy Learning IJCAI 2020 Representations for Stable Off-Policy Reinforcement Learning ICML 2020 Residual Force Control for Agile Human Behavior Imitation and Extended Motion Synthesis NeurIPS 2020 Residual Policy Learning for Shared Autonomy RSS 2020 Responsive Safety in Reinforcement Learning by PID Lagrangian Methods ICML 2020 REST: Performance Improvement of a Black Box Model via RL-Based Spatial Transformation AAAI 2020