Structural Extensions of Basis Pursuit: Guarantees on Adversarial Robustness

no code implementations • 5 May 2022 • Dávid Szeghy, Mahmoud Aslan, Áron Fóthi, Balázs Mészáros, Zoltán Ádám Milacski, András Lőrincz

While deep neural networks are sensitive to adversarial noise, sparse coding using the Basis Pursuit (BP) method is robust against such attacks, including its multi-layer extensions.

Adversarial Robustness