Pulling Back the Curtain: Unsupervised Adversarial Detection via Contrastive Auxiliary Networks

Eylon Mizrahi, Raz Lapid, Moshe Sipper

Deep learning models are widely employed in safety-critical applications yet remain susceptible to adversarial attacks -- imperceptible perturbations that can significantly degrade…