Reinforcement Learning

A Topic-Aware Reinforced Model for Weakly Supervised Stance Detection AAAI 2019 Attention Guided Imitation Learning and Reinforcement Learning AAAI 2019 A Unified Bellman Optimality Principle Combining Reward Maximization and Empowerment NeurIPS 2019 Better Rewards Yield Better Summaries: Learning to Summarise Without References EMNLP 2019 Better-than-Demonstrator Imitation Learning via Automatically-Ranked Demonstrations CoRL 2019 Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs NeurIPS 2019 Bootstrap Estimated Uncertainty of the Environment Model for Model-Based Reinforcement Learning AAAI 2019 Budgeted Policy Learning for Task-Oriented Dialogue Systems ACL 2019 Budgeted Reinforcement Learning in Continuous State Space NeurIPS 2019 Classification with Costly Features Using Deep Reinforcement Learning AAAI 2019 Combining parametric and nonparametric models for off-policy evaluation ICML 2019 Combo-Action: Training Agent For FPS Game with Auxiliary Tasks AAAI 2019 Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification NAACL 2019 Contextual Imagined Goals for Self-Supervised Robotic Learning CoRL 2019 Continuous-Discrete Reinforcement Learning for Hybrid Control in Robotics CoRL 2019 Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective AISTATS 2019 Controllable Neural Story Plot Generation via Reward Shaping IJCAI 2019 Control Regularization for Reduced Variance Reinforcement Learning ICML 2019 Correlated Learning for Aggregation Systems UAI 2019 CRSRL: Customer Routing System Using Reinforcement Learning IJCAI 2019 Data-efficient Co-Adaptation of Morphology and Behaviour with Deep Reinforcement Learning CoRL 2019 DBA: Dynamic Multi-Armed Bandit Algorithm AAAI 2019 Dead-ends and Secure Exploration in Reinforcement Learning ICML 2019 Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference EMNLP 2019 Deep Reinforcement Learning for Subpixel Neural Tracking MIDL 2019