Reinforcement Learning

Successor Uncertainties: Exploration and Uncertainty in Temporal Difference Learning NeurIPS 2019 Summary Level Training of Sentence Rewriting for Abstractive Summarization EMNLP 2019 Surveys without Questions: A Reinforcement Learning Approach AAAI 2019 Switch-Based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning AAAI 2019 Tactical Rewind: Self-Correction via Backtracking in Vision-And-Language Navigation CVPR 2019 Task Transfer by Preference-Based Cost Learning AAAI 2019 Teacher algorithms for curriculum learning of Deep RL in continuously parameterized environments CoRL 2019 Teaching AI Agents Ethical Values Using Reinforcement Learning and Policy Orchestration IJCAI 2019 Teaching Machines to Extract Main Content for Machine Reading Comprehension AAAI 2019 The Gap Between Model-Based and Model-Free Methods on the Linear Quadratic Regulator: An Asymptotic Viewpoint COLT 2019 Theoretical Analysis of Efficiency and Robustness of Softmax and Gap-Increasing Operators in Reinforcement Learning AISTATS 2019 The Regretful Agent: Heuristic-Aided Navigation Through Progress Estimation CVPR 2019 The Termination Critic AISTATS 2019 The Utility of Sparse Representations for Control in Reinforcement Learning AAAI 2019 Towards Optimal Off-Policy Evaluation for Reinforcement Learning with Marginalized Importance Sampling NeurIPS 2019 Towards Sequence-to-Sequence Reinforcement Learning for Constraint Solving with Constraint-Based Local Search AAAI 2019 Trainable Undersampling for Class-Imbalance Learning AAAI 2019 Truly Proximal Policy Optimization UAI 2019 Trust Region Evolution Strategies AAAI 2019 Trust Region-Guided Proximal Policy Optimization NeurIPS 2019 Two Time-scale Off-Policy TD Learning: Non-asymptotic Analysis over Markovian Samples NeurIPS 2019 Understanding the Impact of Entropy on Policy Optimization ICML 2019 Unified Policy Optimization for Robust Reinforcement Learning ACML 2019 Unsupervised Learning of Object Keypoints for Perception and Control NeurIPS 2019 Unsupervised Visuomotor Control through Distributional Planning Networks RSS 2019