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Deep RL

3861 directly classified papers

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Papers

Model-Free IRL Using Maximum Likelihood Estimation AAAI 2019
Variance Reduction in Monte Carlo Counterfactual Regret Minimization (VR-MCCFR) for Extensive Form Games Using Baselines AAAI 2019
Tackling Sparse Rewards in Real-Time Games with Statistical Forward Planning Methods AAAI 2019
A Model-Free Affective Reinforcement Learning Approach to Personalization of an Autonomous Social Robot Companion for Early Literacy Education AAAI 2019
AC-Teach: A Bayesian Actor-Critic Method for Policy Learning with an Ensemble of Suboptimal Teachers CORL 2019
Provably Robust Blackbox Optimization for Reinforcement Learning CORL 2019
Message-Dropout: An Efficient Training Method for Multi-Agent Deep Reinforcement Learning AAAI 2019
Long Short-Term Memory with Dynamic Skip Connections AAAI 2019
Variational Inference MPC for Bayesian Model-based Reinforcement Learning CORL 2019
Neural Machine Translation with Adequacy-Oriented Learning AAAI 2019
Learning Belief Representations for Imitation Learning in POMDPs UAI 2019
Dialogue Generation: From Imitation Learning to Inverse Reinforcement Learning AAAI 2019
A Hierarchical Framework for Relation Extraction with Reinforcement Learning AAAI 2019
Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning EMNLP 2019
How to Build User Simulators to Train RL-based Dialog Systems EMNLP 2019
Unsupervised Context Rewriting for Open Domain Conversation EMNLP 2019
Improving Generative Visual Dialog by Answering Diverse Questions EMNLP 2019
Rewarding Coreference Resolvers for Being Consistent with World Knowledge EMNLP 2019
Hierarchical Text Classification with Reinforced Label Assignment EMNLP 2019
A Deep Reinforcement Learning Based Multi-Step Coarse to Fine Question Answering (MSCQA) System AAAI 2019
A Topic-Aware Reinforced Model for Weakly Supervised Stance Detection AAAI 2019
Switch-Based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning AAAI 2019
Posterior-regularized REINFORCE for Instance Selection in Distant Supervision NAACL 2019
Accelerated Reinforcement Learning for Sentence Generation by Vocabulary Prediction NAACL 2019
Learning When Not to Answer: a Ternary Reward Structure for Reinforcement Learning Based Question Answering NAACL 2019