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2202.05444
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Computational-Statistical Gaps in Reinforcement Learning
11 February 2022
D. Kane
Sihan Liu
Shachar Lovett
G. Mahajan
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Papers citing
"Computational-Statistical Gaps in Reinforcement Learning"
4 / 4 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
38
3
0
25 Feb 2023
Hybrid RL: Using Both Offline and Online Data Can Make RL Efficient
Yuda Song
Yi Zhou
Ayush Sekhari
J. Andrew Bagnell
A. Krishnamurthy
Wen Sun
OffRL
OnRL
30
90
0
13 Oct 2022
Learning in Observable POMDPs, without Computationally Intractable Oracles
Noah Golowich
Ankur Moitra
Dhruv Rohatgi
24
26
0
07 Jun 2022
Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions
Zihao Deng
Siddartha Devic
Brendan Juba
17
3
0
12 Jul 2021
1