2 papers
cs.CR2022
LP-BFGS attack: An adversarial attack based on the Hessian with limited pixels
Jiebao Zhang, Wenhua Qian, Rencan Nie +2
Deep neural networks are vulnerable to adversarial attacks. Most -norm based white-box attacks craft perturbations by the gradient of models to the input. Since the computat…
cs.LG2022
Exploring Adversarial Examples and Adversarial Robustness of Convolutional Neural Networks by Mutual Information
Jiebao Zhang, Wenhua Qian, Rencan Nie +2
A counter-intuitive property of convolutional neural networks (CNNs) is their inherent susceptibility to adversarial examples, which severely hinders the application of CNNs in sec…