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05/17/2023
The Adversarial Consistency of Surrogate Risks for Binary Classification
We study the consistency of surrogate risks for robust binary classifica...
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04/19/2021
Calibration and Consistency of Adversarial Surrogate Losses
Adversarial robustness is an increasingly critical property of classifie...
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07/21/2020
On the Rademacher Complexity of Linear Hypothesis Sets
Linear predictors form a rich class of hypotheses used in a variety of l...
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04/28/2020