Reinforcement Learning

Importance Sampling Policy Evaluation with an Estimated Behavior Policy ICML 2019 Improving Optimization Bounds Using Machine Learning: Decision Diagrams Meet Deep Reinforcement Learning AAAI 2019 Improving Search with Supervised Learning in Trick-Based Card Games AAAI 2019 Incorporating Behavioral Constraints in Online AI Systems AAAI 2019 Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning CoRL 2019 Information-Theoretic Confidence Bounds for Reinforcement Learning NeurIPS 2019 Information-Theoretic Considerations in Batch Reinforcement Learning ICML 2019 Integrating Learning with Game Theory for Societal Challenges IJCAI 2019 Intelligent Querying in Camera Networks for Efficient Target Tracking IJCAI 2019 IRLAS: Inverse Reinforcement Learning for Architecture Search CVPR 2019 Large-Scale Interactive Recommendation with Tree-Structured Policy Gradient AAAI 2019 Large Scale Learning of Agent Rationality in Two-Player Zero-Sum Games AAAI 2019 Learning Action Representations for Reinforcement Learning ICML 2019 Learning Channel-Wise Interactions for Binary Convolutional Neural Networks CVPR 2019 Learning Compact Models for Planning with Exogenous Processes CoRL 2019 Learning Data Manipulation for Augmentation and Weighting NeurIPS 2019 Learning Dynamic Context Augmentation for Global Entity Linking EMNLP 2019 Learning Factored Markov Decision Processes with Unawareness UAI 2019 Learning from Trajectories via Subgoal Discovery NeurIPS 2019 Learning Generalized Temporal Abstractions across Both Action and Perception AAAI 2019 Learning Local Search Heuristics for Boolean Satisfiability NeurIPS 2019 Learning Representations in Model-Free Hierarchical Reinforcement Learning AAAI 2019 Learning Resource Allocation and Pricing for Cloud Profit Maximization AAAI 2019 Learning Reward Functions by Integrating Human Demonstrations and Preferences RSS 2019 Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning EMNLP 2019