Deep RL

A Hierarchical Framework for Relation Extraction with Reinforcement Learning AAAI 2019 A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer ACL 2019 A Kernel Loss for Solving the Bellman Equation NeurIPS 2019 Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical Guarantees ICLR 2019 A Meta-MDP Approach to Exploration for Lifelong Reinforcement Learning NeurIPS 2019 A Model-Free Affective Reinforcement Learning Approach to Personalization of an Autonomous Social Robot Companion for Early Literacy Education AAAI 2019 An Actor-Critic-Attention Mechanism for Deep Reinforcement Learning in Multi-view Environments IJCAI 2019 An Entity-Driven Framework for Abstractive Summarization EMNLP 2019 A neurally plausible model learns successor representations in partially observable environments NeurIPS 2019 A new dog learns old tricks: RL finds classic optimization algorithms ICLR 2019 An Investigation of Model-Free Planning ICML 2019 Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation EMNLP 2019 Answers Unite! Unsupervised Metrics for Reinforced Summarization Models EMNLP 2019 Answer-Supervised Question Reformulation for Enhancing Conversational Machine Comprehension EMNLP 2019 Approximate Relative Value Learning for Average-reward Continuous State MDPs UAI 2019 A Restart-based Rank-1 Evolution Strategy for Reinforcement Learning IJCAI 2019 Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network ACL 2019 Assumed Density Filtering Q-learning IJCAI 2019 A Survey of Reinforcement Learning Informed by Natural Language IJCAI 2019 A Survey on Reproducibility by Evaluating Deep Reinforcement Learning Algorithms on Real-World Robots CoRL 2019 Asynchronous Methods for Model-Based Reinforcement Learning CoRL 2019 A Topic-Aware Reinforced Model for Weakly Supervised Stance Detection AAAI 2019 Attention-Aware Sampling via Deep Reinforcement Learning for Action Recognition AAAI 2019 A Unified Bellman Optimality Principle Combining Reward Maximization and Empowerment NeurIPS 2019 Automatic Face Aging in Videos via Deep Reinforcement Learning CVPR 2019