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07/05/2023
Ranking with Abstention
We introduce a novel framework of ranking with abstention, where the lea...
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06/15/2023
Differentially Private Domain Adaptation with Theoretical Guarantees
In many applications, the labeled data at the learner's disposal is subj...
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04/14/2023
Cross-Entropy Loss Functions: Theoretical Analysis and Applications
Cross-entropy is a widely used loss function in applications. It coincid...
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05/16/2022
ℋ-Consistency Estimation Error of Surrogate Loss Minimizers
We present a detailed study of estimation errors in terms of surrogate l...
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05/04/2021
A Finer Calibration Analysis for Adversarial Robustness
We present a more general analysis of H-calibration for adversarially ro...
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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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05/07/2019
