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07/17/2023
A General Framework for Learning under Corruption: Label Noise, Attribute Noise, and Beyond
Corruption is frequently observed in collected data and has been extensi...
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08/05/2022
Tailoring to the Tails: Risk Measures for Fine-Grained Tail Sensitivity
Expected risk minimization (ERM) is at the core of machine learning syst...
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07/09/2015
Fast rates in statistical and online learning
The speed with which a learning algorithm converges as it is presented w...
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03/10/2014
