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Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning

Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning

29 October 2015
Christoph Dann
Emma Brunskill
ArXivPDFHTML

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

6 / 6 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
64
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
99
44
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
78
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
83
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
59
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
125
22
0
25 Jul 2023
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