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deep reinforcement learning

903 papers

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Also known as

DEEP RL DRL

Co-occurring keywords

reinforcement learning (4122) policy learning (699) sample efficiency (469) neural network (6616) continuous control (246) multi-agent system (1743) policy gradient (518) policy optimization (630) value function (294) off-policy learning (227)

Papers

Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning CVPR 2018
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari IJCAI 2018
StackDRL: Stacked Deep Reinforcement Learning for Fine-grained Visual Categorization IJCAI 2018
Recurrent Deep Multiagent Q-Learning for Autonomous Brokers in Smart Grid IJCAI 2018
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management EMNLP 2018
Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning EMNLP 2018
BanditSum: Extractive Summarization as a Contextual Bandit EMNLP 2018
Learning a Policy for Opportunistic Active Learning EMNLP 2018
SeedNet: Automatic Seed Generation With Deep Reinforcement Learning for Robust Interactive Segmentation CVPR 2018
SINT++: Robust Visual Tracking via Adversarial Positive Instance Generation CVPR 2018
Visualizing and Understanding Atari Agents ICML 2018
Paraphrase Generation with Deep Reinforcement Learning EMNLP 2018
Feedback-Based Tree Search for Reinforcement Learning ICML 2018
Regret Minimization for Partially Observable Deep Reinforcement Learning ICML 2018
Deep Reinforcement Learning in Continuous Action Spaces: a Case Study in the Game of Simulated Curling ICML 2018
End-to-end Active Object Tracking via Reinforcement Learning ICML 2018
Can Deep Reinforcement Learning Solve Erdos-Selfridge-Spencer Games? ICML 2018
Structured Control Nets for Deep Reinforcement Learning ICML 2018
The Mirage of Action-Dependent Baselines in Reinforcement Learning ICML 2018
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models NIPS 2018
A Deep Bayesian Policy Reuse Approach Against Non-Stationary Agents NIPS 2018
Learning Complex Dexterous Manipulation with Deep Reinforcement Learning and Demonstrations RSS 2018
Transfer in Deep Reinforcement Learning Using Successor Features and Generalised Policy Improvement ICML 2018
Sim-to-Real: Learning Agile Locomotion For Quadruped Robots RSS 2018
Reinforcement and Imitation Learning for Diverse Visuomotor Skills RSS 2018