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Sample-efficient Nonstationary Policy Evaluation for Contextual Bandits

Sample-efficient Nonstationary Policy Evaluation for Contextual Bandits

16 October 2012
Miroslav Dudík
D. Erhan
John Langford
Lihong Li
    OffRL
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Papers citing "Sample-efficient Nonstationary Policy Evaluation for Contextual Bandits"

8 / 8 papers shown
Title
Second Order Bounds for Contextual Bandits with Function Approximation
Second Order Bounds for Contextual Bandits with Function Approximation
Aldo Pacchiano
199
4
0
24 Sep 2024
Bayesian Off-Policy Evaluation and Learning for Large Action Spaces
Bayesian Off-Policy Evaluation and Learning for Large Action Spaces
Imad Aouali
Victor-Emmanuel Brunel
David Rohde
Anna Korba
OffRL
131
5
0
22 Feb 2024
Doubly Robust Policy Evaluation and Learning
Doubly Robust Policy Evaluation and Learning
Miroslav Dudík
John Langford
Lihong Li
OffRL
299
697
0
23 Mar 2011
Unbiased Offline Evaluation of Contextual-bandit-based News Article
  Recommendation Algorithms
Unbiased Offline Evaluation of Contextual-bandit-based News Article Recommendation Algorithms
Lihong Li
Wei Chu
John Langford
Xuanhui Wang
OffRL
201
575
0
31 Mar 2010
A Contextual-Bandit Approach to Personalized News Article Recommendation
A Contextual-Bandit Approach to Personalized News Article Recommendation
Lihong Li
Wei Chu
John Langford
Robert Schapire
417
2,944
0
28 Feb 2010
Learning from Logged Implicit Exploration Data
Learning from Logged Implicit Exploration Data
Alexander L. Strehl
John Langford
Sham Kakade
Lihong Li
OffRL
171
255
0
27 Feb 2010
Contextual Bandit Algorithms with Supervised Learning Guarantees
Contextual Bandit Algorithms with Supervised Learning Guarantees
A. Beygelzimer
John Langford
Lihong Li
L. Reyzin
Robert Schapire
OffRL
187
324
0
22 Feb 2010
The Offset Tree for Learning with Partial Labels
The Offset Tree for Learning with Partial Labels
A. Beygelzimer
John Langford
262
184
0
21 Dec 2008
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