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Adaptive Region-Based Active Learning

Feb 18, 2020
Corinna Cortes, Giulia DeSalvo, Claudio Gentile, Mehryar Mohri, Ningshan Zhang


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Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization

Jun 18, 2018
Lisha Li, Kevin Jamieson, Giulia DeSalvo, Afshin Rostamizadeh, Ameet Talwalkar

* Journal of Machine Learning Research 18 (2018) 1-52 
* Changes: - Updated to JMLR version 

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Online Learning with Abstention

Feb 27, 2018
Corinna Cortes, Giulia DeSalvo, Claudio Gentile, Mehryar Mohri, Scott Yang


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Discrepancy-Based Algorithms for Non-Stationary Rested Bandits

Feb 27, 2018
Corinna Cortes, Giulia DeSalvo, Vitaly Kuznetsov, Mehryar Mohri, Scott Yang


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