Reinforcement Learning

Single-Agent Policy Tree Search With Guarantees NeurIPS 2018 Smoothed Action Value Functions for Learning Gaussian Policies ICML 2018 Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor ICML 2018 StackDRL: Stacked Deep Reinforcement Learning for Fine-grained Visual Categorization IJCAI 2018 Structured Control Nets for Deep Reinforcement Learning ICML 2018 Subgoal Discovery for Hierarchical Dialogue Policy Learning EMNLP 2018 SURREAL: Open-Source Reinforcement Learning Framework and Robot Manipulation Benchmark CoRL 2018 The Lyapunov Neural Network: Adaptive Stability Certification for Safe Learning of Dynamical Systems CoRL 2018 The Mirage of Action-Dependent Baselines in Reinforcement Learning ICML 2018 Thread Popularity Prediction and Tracking with a Permutation-invariant Model EMNLP 2018 Time Limits in Reinforcement Learning ICML 2018 Token-level and sequence-level loss smoothing for RNN language models ACL 2018 Total stochastic gradient algorithms and applications in reinforcement learning NeurIPS 2018 Toward Diverse Text Generation with Inverse Reinforcement Learning IJCAI 2018 Towards Sample Efficient Reinforcement Learning IJCAI 2018 Variational inference for the multi-armed contextual bandit AISTATS 2018 Variational Inverse Control with Events: A General Framework for Data-Driven Reward Definition NeurIPS 2018 Visualizing and Understanding Atari Agents ICML 2018 Watching a Small Portion could be as Good as Watching All: Towards Efficient Video Classification IJCAI 2018 Where Do You Think You're Going?: Inferring Beliefs about Dynamics from Behavior NeurIPS 2018 Adaptive Batch Size for Safe Policy Gradients NeurIPS 2017 Adaptive Elicitation of Preferences under Uncertainty in Sequential Decision Making Problems IJCAI 2017 Agent-Aware Dropout DQN for Safe and Efficient On-line Dialogue Policy Learning EMNLP 2017 A Reinforcement Learning Approach to the View Planning Problem CVPR 2017 Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning ICML 2017