Le Minh Tri Tue

On Global-view Based Defense via Adversarial Attack and Defense Risk Guaranteed Bounds

It is well-known that deep neural networks (DNNs) are susceptible to adversarial attacks, which presents the most severe fragility of the deep learning system. Despite achieving impressive performance, most of the current state-of-the-art classifiers remain highly vulnerable to carefully crafted imp…