research
∙
07/05/2023
Ranking with Abstention
We introduce a novel framework of ranking with abstention, where the lea...
share
research
∙
06/15/2023
Differentially Private Domain Adaptation with Theoretical Guarantees
In many applications, the labeled data at the learner's disposal is subj...
research
∙
04/14/2023
Cross-Entropy Loss Functions: Theoretical Analysis and Applications
Cross-entropy is a widely used loss function in applications. It coincid...
research
∙
05/16/2022
ℋ-Consistency Estimation Error of Surrogate Loss Minimizers
We present a detailed study of estimation errors in terms of surrogate l...
research
∙
05/04/2021
A Finer Calibration Analysis for Adversarial Robustness
We present a more general analysis of H-calibration for adversarially ro...
research
∙
04/19/2021
Calibration and Consistency of Adversarial Surrogate Losses
Adversarial robustness is an increasingly critical property of classifie...
research
∙
05/07/2019