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Deep RL

3861 directly classified papers

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Papers

Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning COLING 2018
Source Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language COLING 2018
Finite Sample Analysis of LSTD with Random Projections and Eligibility Traces IJCAI 2018
Least-Squares Temporal Difference Learning for the Linear Quadratic Regulator ICML 2018
Prediction Improves Simultaneous Neural Machine Translation EMNLP 2018
Addressing Function Approximation Error in Actor-Critic Methods ICML 2018
Synthesizing Programs for Images using Reinforced Adversarial Learning ICML 2018
Spotlight: Optimizing Device Placement for Training Deep Neural Networks ICML 2018
Latent Space Policies for Hierarchical Reinforcement Learning ICML 2018
Can Deep Reinforcement Learning Solve Erdos-Selfridge-Spencer Games? ICML 2018
PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos ICML 2018
Learning a Policy for Opportunistic Active Learning EMNLP 2018
The Uncertainty Bellman Equation and Exploration ICML 2018
The Hierarchical Adaptive Forgetting Variational Filter ICML 2018
Learning the Reward Function for a Misspecified Model ICML 2018
Structured Control Nets for Deep Reinforcement Learning ICML 2018
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management EMNLP 2018
A Reinforcement Learning-driven Translation Model for Search-Oriented Conversational Systems EMNLP 2018
Accelerating Natural Gradient with Higher-Order Invariance ICML 2018
An Inference-Based Policy Gradient Method for Learning Options ICML 2018
Convergent Tree Backup and Retrace with Function Approximation ICML 2018
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor ICML 2018
Learning by Playing Solving Sparse Reward Tasks from Scratch ICML 2018
QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning ICML 2018
SURREAL: Open-Source Reinforcement Learning Framework and Robot Manipulation Benchmark CORL 2018