Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model

28 May 2021

Papers citing "Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model"

15 / 15 papers shown

Title
Logarithmic Regret for Reinforcement Learning with Linear Function Approximation Jiafan He Dongruo Zhou Quanquan Gu 49 93 0 23 Nov 2020
Efficient Planning in Large MDPs with Weak Linear Function Approximation R. Shariff Csaba Szepesvári 49 22 0 13 Jul 2020
Provably Efficient Reinforcement Learning for Discounted MDPs with Feature Mapping Dongruo Zhou Jiafan He Quanquan Gu 55 135 0 23 Jun 2020
Breaking the Sample Size Barrier in Model-Based Reinforcement Learning with a Generative Model Gen Li Yuting Wei Yuejie Chi Yuxin Chen 94 128 0 26 May 2020
Deep Reinforcement Learning for Autonomous Driving: A Survey B. R. Kiran Ibrahim Sobh V. Talpaert Patrick Mannion A. A. Sallab S. Yogamani P. Pérez 327 1,681 0 02 Feb 2020
A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation Pan Xu Quanquan Gu 63 67 0 10 Dec 2019
Provably Efficient Reinforcement Learning with Linear Function Approximation Chi Jin Zhuoran Yang Zhaoran Wang Michael I. Jordan 86 556 0 11 Jul 2019
Model-Based Reinforcement Learning with a Generative Model is Minimax Optimal Alekh Agarwal Sham Kakade Lin F. Yang OffRL 81 171 0 10 Jun 2019
Reinforcement Learning in Feature Space: Matrix Bandit, Kernels, and Regret Bound Lin F. Yang Mengdi Wang OffRL GP 55 286 0 24 May 2019
$Stochastic approximation with cone-contractive operators: Sharp $\ell_\infty$-bounds for $Q$-learning$ Stochastic approximation with cone-contractive operators: Sharp $\ell_\infty$ -bounds for $Q$ -learning Martin J. Wainwright 43 105 0 15 May 2019
Noisy Matrix Completion: Understanding Statistical Guarantees for Convex Relaxation via Nonconvex Optimization Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma Yuling Yan 46 128 0 20 Feb 2019
State Aggregation Learning from Markov Transition Data Shiqi Wang Yizheng Chen Ahmed Abdou 57 54 0 06 Nov 2018
Unifying PAC and Regret: Uniform PAC Bounds for Episodic Reinforcement Learning Christoph Dann Tor Lattimore Emma Brunskill 72 309 0 22 Mar 2017
Efficient Reinforcement Learning in Deterministic Systems with Value Function Generalization Zheng Wen Benjamin Van Roy 55 42 0 18 Jul 2013
Learning Topic Models - Going beyond SVD Sanjeev Arora Rong Ge Ankur Moitra 186 434 0 09 Apr 2012