Adversarial attacks on neural networks through canonical Riemannian foliations

Eliot Tron, Nicolas Couellan, Stéphane Puechmorel

Deep learning models are known to be vulnerable to adversarial attacks. Adversarial learning is therefore becoming a crucial task. We propose a new vision on neural network robustn…