Adversarial Detection for Pre-trained Classifiers via Lipschitz-Margin Analysis with Certification.

arXiv:2610.15359v1 Announce Type: cross Abstract: Deep classifiers deployed in safety-critical services like autonomous-driving perception remain vulnerable to small adversarial perturbations. Certified $\ell_2$ defenses today face a costly trade-off: randomiz