2 papers
cs.LG2026
On the tradeoff between robustness and geometric accuracy in adversarial training
Rachel Morris, Ryan Murray, Kerrek Stinson
For non-parametric binary classification in the presence of an adversary, we prove an optimal quantitative estimate for adversarial classifiers controlling geometric accuracy, as m…
math.AP2024
Uniform Convergence of Adversarially Robust Classifiers
Rachel Morris, Ryan Murray
In recent years there has been significant interest in the effect of different types of adversarial perturbations in data classification problems. Many of these models incorporate…