28 citations · 105 across the 29 of their papers we have counts for
3 papers · 1 filter
RANDOM MASK: Towards Robust Convolutional Neural Networks
Tiange Luo, Tianle Cai, Mengxiao Zhang +2
Robustness of neural networks has recently been highlighted by the adversarial examples, i.e., inputs added with well-designed perturbations which are imperceptible to humans but c…
Defective Convolutional Networks
Tiange Luo, Tianle Cai, Mengxiao Zhang +3
Robustness of convolutional neural networks (CNNs) has gained in importance on account of adversarial examples, i.e., inputs added as well-designed perturbations that are impercept…
The Local Dimension of Deep Manifold
Mengxiao Zhang, Wangquan Wu, Yanren Zhang +4
Based on our observation that there exists a dramatic drop for the singular values of the fully connected layers or a single feature map of the convolutional layer, and that the di…