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sample efficiency

469 papers

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Co-occurring keywords

reinforcement learning (4122) deep reinforcement learning (903) model-based reinforcement learning (415) representation learning (6174) policy gradient (518) policy optimization (630) continuous control (246) off-policy learning (227) value function (294) imitation learning (741)

Papers

Self-Supervised Mixture-of-Experts by Uncertainty Estimation AAAI 2019
Asynchronous Methods for Model-Based Reinforcement Learning CORL 2019
Switch-Based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning AAAI 2019
Addressing Sample Complexity in Visual Tasks Using HER and Hallucinatory GANs NIPS 2019
Using Natural Language for Reward Shaping in Reinforcement Learning IJCAI 2019
A New Perspective on Pool-Based Active Classification and False-Discovery Control NIPS 2019
Sample-Efficient Imitation Learning via Generative Adversarial Nets AISTATS 2019
Self-Paced Contextual Reinforcement Learning CORL 2019
Data-Efficient Hierarchical Reinforcement Learning NIPS 2018
Simple random search of static linear policies is competitive for reinforcement learning NIPS 2018
An Inference-Based Policy Gradient Method for Learning Options ICML 2018
Episodic Memory Deep Q-Networks IJCAI 2018
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models NIPS 2018
Learning to Explore via Meta-Policy Gradient ICML 2018
The Mirage of Action-Dependent Baselines in Reinforcement Learning ICML 2018
Visual Reinforcement Learning with Imagined Goals NIPS 2018
Genetic-Gated Networks for Deep Reinforcement Learning NIPS 2018
Deep Learning Under Privileged Information Using Heteroscedastic Dropout CVPR 2018
Structured Control Nets for Deep Reinforcement Learning ICML 2018
A Bayesian Approach to Generative Adversarial Imitation Learning NIPS 2018
Efficient Model-Based Deep Reinforcement Learning with Variational State Tabulation ICML 2018
Learning by Asking Questions CVPR 2018
Energy-Based Hindsight Experience Prioritization CORL 2018
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari IJCAI 2018
Towards Sample Efficient Reinforcement Learning IJCAI 2018