Natalie Frank

Higher-Order Certified Robustness for Regression

Jie Zhang, Natalie Frank

Randomized smoothing has emerged as a scalable technique for certifying the adversarial robustness of classifiers. However, its application to regression remains under-explored and faces unique challenges. Existing regression certificates rely on probabilistic acceptance regions…Read more