On Query-efficient Planning in MDPs under Linear Realizability of the Optimal State-value Function

3 February 2021

Papers citing "On Query-efficient Planning in MDPs under Linear Realizability of the Optimal State-value Function"

8 / 8 papers shown

Title
Exponential Hardness of Reinforcement Learning with Linear Function Approximation Daniel M. Kane Sihan Liu Shachar Lovett G. Mahajan Csaba Szepesvári Gellert Weisz 46 3 0 25 Feb 2023
Linear Reinforcement Learning with Ball Structure Action Space Zeyu Jia Randy Jia Dhruv Madeka Dean Phillips Foster 31 1 0 14 Nov 2022
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation P. Amortila Nan Jiang Dhruv Madeka Dean Phillips Foster 29 5 0 18 Jul 2022
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL Jinglin Chen Aditya Modi A. Krishnamurthy Nan Jiang Alekh Agarwal 38 25 0 21 Jun 2022
A Boosting Approach to Reinforcement Learning Nataly Brukhim Elad Hazan Karan Singh 37 13 0 22 Aug 2021
Efficient Local Planning with Linear Function Approximation Dong Yin Botao Hao Yasin Abbasi-Yadkori N. Lazić Csaba Szepesvári 32 19 0 12 Aug 2021
Sample-Efficient Reinforcement Learning Is Feasible for Linearly Realizable MDPs with Limited Revisiting Gen Li Yuxin Chen Yuejie Chi Yuantao Gu Yuting Wei OffRL 26 28 0 17 May 2021
Optimism in Reinforcement Learning with Generalized Linear Function Approximation Yining Wang Ruosong Wang S. Du A. Krishnamurthy 135 135 0 09 Dec 2019