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Deep RL

3861 directly classified papers

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Papers

Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning EMNLP 2019
Strategic Tasks for Explainable Reinforcement Learning AAAI 2019
Learning Factored Markov Decision Processes with Unawareness UAI 2019
Epsilon-BMC: A Bayesian Ensemble Approach to Epsilon-Greedy Exploration in Model-Free Reinforcement Learning UAI 2019
Approximate Relative Value Learning for Average-reward Continuous State MDPs UAI 2019
Off-Policy Policy Gradient with Stationary Distribution Correction UAI 2019
Co-training for Policy Learning UAI 2019
Learning Resource Allocation and Pricing for Cloud Profit Maximization AAAI 2019
A Survey on Reproducibility by Evaluating Deep Reinforcement Learning Algorithms on Real-World Robots CORL 2019
Deep Exploration via Randomized Value Functions JMLR 2019
Deep Reinforcement Learning for Swarm Systems JMLR 2019
Learning to Manipulate Object Collections Using Grounded State Representations CORL 2019
HJB Optimal Feedback Control with Deep Differential Value Functions and Action Constraints CORL 2019
Connectivity Guaranteed Multi-robot Navigation via Deep Reinforcement Learning CORL 2019
Logic-Based Sequential Decision-Making AAAI 2019
Dynamic Vehicle Traffic Control Using Deep Reinforcement Learning in Automated Material Handling System AAAI 2019
Meta Learning for Image Captioning AAAI 2019
Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation AAAI 2019
Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in Videos AAAI 2019
No-Reference Image Quality Assessment with Reinforcement Recursive List-Wise Ranking AAAI 2019
Reading Like HER: Human Reading Inspired Extractive Summarization IJCNLP 2019
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization IJCNLP 2019
Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses IJCNLP 2019
An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation IJCNLP 2019
Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning IJCNLP 2019