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Deep RL

3861 directly classified papers

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Papers

Keeping Your Distance: Solving Sparse Reward Tasks Using Self-Balancing Shaped Rewards NIPS 2019
Multi-View Reinforcement Learning NIPS 2019
Learning from Trajectories via Subgoal Discovery NIPS 2019
Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement Learning NIPS 2019
Distributional Policy Optimization: An Alternative Approach for Continuous Control NIPS 2019
Surrogate Objectives for Batch Policy Optimization in One-step Decision Making NIPS 2019
Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement Learning NIPS 2019
Limiting Extrapolation in Linear Approximate Value Iteration NIPS 2019
Learning Compositional Neural Programs with Recursive Tree Search and Planning NIPS 2019
Distributional Reward Decomposition for Reinforcement Learning NIPS 2019
Regret Bounds for Learning State Representations in Reinforcement Learning NIPS 2019
Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NIPS 2019
Reconciling λ-Returns with Experience Replay NIPS 2019
Finite-Sample Analysis for SARSA with Linear Function Approximation NIPS 2019
Regret Minimization for Reinforcement Learning with Vectorial Feedback and Complex Objectives NIPS 2019
Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning NIPS 2019
LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification IJCNLP 2019
Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation IJCNLP 2019
Learning to Ask for Conversational Machine Learning IJCNLP 2019
Neural Topic Model with Reinforcement Learning IJCNLP 2019
Pun-GAN: Generative Adversarial Network for Pun Generation IJCNLP 2019
An Entity-Driven Framework for Abstractive Summarization IJCNLP 2019
Answers Unite! Unsupervised Metrics for Reinforced Summarization Models IJCNLP 2019
Interactive Language Learning by Question Answering IJCNLP 2019
Performance Guarantees for Homomorphisms beyond Markov Decision Processes AAAI 2019