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Deep RL

3861 directly classified papers

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Papers

ACE: An Actor Ensemble Algorithm for Continuous Control with Tree Search AAAI 2019
QUOTA: The Quantile Option Architecture for Reinforcement Learning AAAI 2019
Self-Supervised Mixture-of-Experts by Uncertainty Estimation AAAI 2019
Mutual-Information Regularization in Markov Decision Processes and Actor-Critic Learning CORL 2019
Model-Based Planning with Energy-Based Models CORL 2019
Leveraging exploration in off-policy algorithms via normalizing flows CORL 2019
Seeded self-play for language learning EMNLP 2019
Transfer in Deep Reinforcement Learning Using Knowledge Graphs EMNLP 2019
Generalization in Generation: A closer look at Exposure Bias EMNLP 2019
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization EMNLP 2019
Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses EMNLP 2019
Answers Unite! Unsupervised Metrics for Reinforced Summarization Models EMNLP 2019
Exploring Diverse Expressions for Paraphrase Generation EMNLP 2019
Better Rewards Yield Better Summaries: Learning to Summarise Without References EMNLP 2019
Clickbait? Sensational Headline Generation with Auto-tuned Reinforcement Learning EMNLP 2019
Interactive Language Learning by Question Answering EMNLP 2019
Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models NAACL 2019
Reinforcement Learning based Curriculum Optimization for Neural Machine Translation NAACL 2019
IPOMDP-Net: A Deep Neural Network for Partially Observable Multi-Agent Planning Using Interactive POMDPs AAAI 2019
Learning Representations in Model-Free Hierarchical Reinforcement Learning AAAI 2019
Diverse Exploration via Conjugate Policies for Policy Gradient Methods AAAI 2019
Reinforcement Learning under Threats AAAI 2019
Diversity-Driven Extensible Hierarchical Reinforcement Learning AAAI 2019
Composable Modular Reinforcement Learning AAAI 2019
Safe Policy Improvement with Baseline Bootstrapping in Factored Environments AAAI 2019