Applications

Reinforced Molecular Optimization with Neighborhood-Controlled Grammars NeurIPS 2020 Reinforcement Learning based Control of Imitative Policies for Near-Accident Driving RSS 2020 Reinforcement-Learning Based Portfolio Management with Augmented Asset Movement Prediction States AAAI 2020 Reinforcement Learning for Control with Multiple Frequencies NeurIPS 2020 Reinforcement Learning for Molecular Design Guided by Quantum Mechanics 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 in Factored MDPs: Oracle-Efficient Algorithms and Tighter Regret Bounds for the Non-Episodic Setting NeurIPS 2020 Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing NeurIPS 2020 Reinforcement Learning with Dynamic Boltzmann Softmax Updates IJCAI 2020 Reinforcement Learning with Feedback Graphs NeurIPS 2020 Reinforcement Learning with Imbalanced Dataset for Data-to-Text Medical Report Generation EMNLP 2020 Reinforcement Learning with Videos: Combining Offline Observations with Interaction CoRL 2020 Relation-Aware Transformer for Portfolio Policy Learning IJCAI 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 Reward-Free Exploration for Reinforcement Learning ICML 2020 RIDE: Rewarding Impact-Driven Exploration for Procedurally-Generated Environments ICLR 2020 RLCard: A Platform for Reinforcement Learning in Card Games IJCAI 2020 RL-CycleGAN: Reinforcement Learning Aware Simulation-to-Real CVPR 2020 RMM: A Recursive Mental Model for Dialogue Navigation EMNLP 2020 Robust Multi-Agent Reinforcement Learning with Model Uncertainty NeurIPS 2020 Robust Policies via Mid-Level Visual Representations: An Experimental Study in Manipulation and Navigation CoRL 2020 Robust Regression for Safe Exploration in Control L4DC 2020