Consistent Adversarially Robust Linear Classification: Non-Parametric Setting

Elvis DOHMATOB

2024 ICML ICML 2024

Consistent Adversarially Robust Linear Classification: Non-Parametric Setting

Abstract

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Authors

Elvis DOHMATOB

Topics

Machine Learning > Core Methods > Classification Machine Learning > Learning Types > Adversarial Learning Machine Learning > Optimization & Theory > Learning Theory

Keywords

linear classifier adversarial risk nonparametric setting minimax excess adversarial risk smoothed robust 0/1 loss smoothing bandwidth

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