Deep RL

Reinforcement Learning for Solving the Vehicle Routing Problem NeurIPS 2018 Reinforcement Learning of Active Vision for Manipulating Objects under Occlusions CoRL 2018 Reinforcement Learning on Web Interfaces using Workflow-Guided Exploration ICLR 2018 Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control ICML 2018 Reinforcement Learning with Multiple Experts: A Bayesian Model Combination Approach NeurIPS 2018 Residual Loss Prediction: Reinforcement Learning With No Incremental Feedback ICLR 2018 Reward Estimation for Variance Reduction in Deep Reinforcement Learning CoRL 2018 Reward learning from human preferences and demonstrations in Atari NeurIPS 2018 Risk-Constrained Reinforcement Learning with Percentile Risk Criteria JMLR 2018 RLlib: Abstractions for Distributed Reinforcement Learning ICML 2018 Robust Distant Supervision Relation Extraction via Deep Reinforcement Learning ACL 2018 Sample-Efficient Reinforcement Learning with Stochastic Ensemble Value Expansion NeurIPS 2018 SBEED: Convergent Reinforcement Learning with Nonlinear Function Approximation ICML 2018 Scalable Bilinear Pi Learning Using State and Action Features ICML 2018 Scalable Coordinated Exploration in Concurrent Reinforcement Learning NeurIPS 2018 Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation CoRL 2018 Scalar Posterior Sampling with Applications NeurIPS 2018 SeedNet: Automatic Seed Generation With Deep Reinforcement Learning for Robust Interactive Segmentation CVPR 2018 Self-Adaptive Double Bootstrapped DDPG IJCAI 2018 Self-Consistent Trajectory Autoencoder: Hierarchical Reinforcement Learning with Trajectory Embeddings ICML 2018 Self-Imitation Learning ICML 2018 Shared Autonomy via Deep Reinforcement Learning RSS 2018 Sim2Real Viewpoint Invariant Visual Servoing by Recurrent Control CVPR 2018 Simple random search of static linear policies is competitive for reinforcement learning NeurIPS 2018 Sim-to-Real: Learning Agile Locomotion For Quadruped Robots RSS 2018