Marc Khoury

On the Geometry of Adversarial Examples

2018 · arXiv (Cornell University)

Adversarial examples are a pervasive phenomenon of machine learning models where seemingly imperceptible perturbations to the input lead to misclassifications for otherwise statistically accurate models. We propose a geometric framework, drawing on tools from the …