Limitations of the lipschitz constant as a defense against adversarial examples

T Huster, CYJ Chiang, R Chadha - … 2018, SoGood 2018, IWAISe 2018, and …, 2019 - Springer
Several recent papers have discussed utilizing Lipschitz constants to limit the susceptibility
of neural networks to adversarial examples. We analyze recently proposed methods for …

Limitations of the Lipschitz Constant as a Defense Against Adversarial Examples

T Huster, CYJ Chiang, R Chadha - Joint European Conference on …, 2018 - dl.acm.org
Several recent papers have discussed utilizing Lipschitz constants to limit the susceptibility
of neural networks to adversarial examples. We analyze recently proposed methods for …

Limitations of the Lipschitz constant as a defense against adversarial examples

T Huster, CYJ Chiang, R Chadha - arXiv preprint arXiv:1807.09705, 2018 - arxiv.org
Several recent papers have discussed utilizing Lipschitz constants to limit the susceptibility
of neural networks to adversarial examples. We analyze recently proposed methods for …

Limitations of the Lipschitz constant as a defense against adversarial examples

T Huster, CYJ Chiang, R Chadha - arXiv e-prints, 2018 - ui.adsabs.harvard.edu
Several recent papers have discussed utilizing Lipschitz constants to limit the susceptibility
of neural networks to adversarial examples. We analyze recently proposed methods for …