Methods

Problem Dependent Reinforcement Learning Bounds Which Can Identify Bandit Structure in MDPs ICML 2018 Q-learning with Nearest Neighbors NeurIPS 2018 QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning ICML 2018 Randomized Prior Functions for Deep Reinforcement Learning NeurIPS 2018 Recurrent Deep Multiagent Q-Learning for Autonomous Brokers in Smart Grid IJCAI 2018 Recurrent World Models Facilitate Policy Evolution NeurIPS 2018 REFUEL: Exploring Sparse Features in Deep Reinforcement Learning for Fast Disease Diagnosis NeurIPS 2018 Regret Minimization for Partially Observable Deep Reinforcement Learning ICML 2018 Reinforced Continual Learning NeurIPS 2018 Reinforced Extractive Summarization with Question-Focused Rewards ACL 2018 Reinforced Mnemonic Reader for Machine Reading Comprehension IJCAI 2018 Reinforcement and Imitation Learning for Diverse Visuomotor Skills RSS 2018 Reinforcement Cutting-Agent Learning for Video Object Segmentation CVPR 2018 Reinforcement Learning Algorithm Selection ICLR 2018 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 Reinforcing Coherence for Sequence to Sequence Model in Dialogue Generation IJCAI 2018 Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning ACL 2018 Representation Balancing MDPs for Off-policy Policy Evaluation NeurIPS 2018 Residual Loss Prediction: Reinforcement Learning With No Incremental Feedback ICLR 2018 [RETRACTED] Playing 20 Question Game with Policy-Based Reinforcement Learning EMNLP 2018 Reward Estimation for Variance Reduction in Deep Reinforcement Learning CoRL 2018