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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

Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control ICML 2018
Learning Complex Dexterous Manipulation with Deep Reinforcement Learning and Demonstrations RSS 2018
Sample-Efficient Reinforcement Learning with Stochastic Ensemble Value Expansion NIPS 2018
Is Q-Learning Provably Efficient? NIPS 2018
Geometrically Coupled Monte Carlo Sampling NIPS 2018
Interpolated Policy Gradient: Merging On-Policy and Off-Policy Gradient Estimation for Deep Reinforcement Learning NIPS 2017
Neural Episodic Control ICML 2017
Local Bayesian Optimization of Motor Skills ICML 2017
Sample Efficient Policy Search for Optimal Stopping Domains IJCAI 2017
Deep Kernels for Optimizing Locomotion Controllers CORL 2017
Spectral M-estimation with Applications to Hidden Markov Models AISTATS 2016
Guided Cost Learning: Deep Inverse Optimal Control via Policy Optimization ICML 2016
Off-policy Model-based Learning under Unknown Factored Dynamics ICML 2015
A Physics-Based Model Prior for Object-Oriented MDPs ICML 2014
BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits JMLR 2014
Sample Efficient Reinforcement Learning with Gaussian Processes ICML 2014
Policy Evaluation with Temporal Differences: A Survey and Comparison JMLR 2014
Online Multi-Task Learning for Policy Gradient Methods ICML 2014
Fitted Q-iteration by Advantage Weighted Regression NIPS 2008