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Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning
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Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning

Christoph Dann
Emma Brunskill
ArXiv (abs)PDFHTML

Papers citing "Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning"

10 / 10 papers shown
Title
Solving Finite-Horizon MDPs via Low-Rank Tensors
Solving Finite-Horizon MDPs via Low-Rank Tensors
Sergio Rozada
Jose Luis Orejuela
Antonio G. Marques
75
0
0
17 Jan 2025
A Model Selection Approach for Corruption Robust Reinforcement Learning
A Model Selection Approach for Corruption Robust Reinforcement Learning
Chen-Yu Wei
Christoph Dann
Julian Zimmert
142
45
0
31 Dec 2024
Learning to Steer Markovian Agents under Model Uncertainty
Learning to Steer Markovian Agents under Model Uncertainty
Jiawei Huang
Vinzenz Thoma
Zebang Shen
H. Nax
Niao He
91
2
0
14 Jul 2024
Reinforcement Learning from Human Feedback without Reward Inference: Model-Free Algorithm and Instance-Dependent Analysis
Reinforcement Learning from Human Feedback without Reward Inference: Model-Free Algorithm and Instance-Dependent Analysis
Qining Zhang
Honghao Wei
Lei Ying
OffRL
114
2
0
11 Jun 2024
Towards Efficient Risk-Sensitive Policy Gradient: An Iteration Complexity Analysis
Towards Efficient Risk-Sensitive Policy Gradient: An Iteration Complexity Analysis
Rui Liu
Erfaun Noorani
Pratap Tokekar
John S. Baras
80
1
0
13 Mar 2024
Settling the Sample Complexity of Online Reinforcement Learning
Settling the Sample Complexity of Online Reinforcement Learning
Zihan Zhang
Yuxin Chen
Jason D. Lee
S. Du
OffRL
190
25
0
25 Jul 2023
On the Sample Complexity of Reinforcement Learning with a Generative Model
On the Sample Complexity of Reinforcement Learning with a Generative Model
M. G. Azar
Rémi Munos
H. Kappen
76
156
0
27 Jun 2012
Incremental Model-based Learners With Formal Learning-Time Guarantees
Incremental Model-based Learners With Formal Learning-Time Guarantees
Alexander L. Strehl
Lihong Li
Michael L. Littman
82
60
0
27 Jun 2012
PAC Bounds for Discounted MDPs
PAC Bounds for Discounted MDPs
Tor Lattimore
Marcus Hutter
94
190
0
17 Feb 2012
Empirical Bernstein Bounds and Sample Variance Penalization
Empirical Bernstein Bounds and Sample Variance Penalization
Andreas Maurer
Massimiliano Pontil
400
545
0
21 Jul 2009

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