29 citations · 47 across the 3 of their papers we have counts for
3 papers
cs.CV2020★ 16 cited
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…
cs.CV2019★ 2 cited
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…
cs.LG2019★ 29 cited
Gram-Gauss-Newton Method: Learning Overparameterized Neural Networks for Regression Problems
Tianle Cai, Ruiqi Gao, Jikai Hou +5
First-order methods such as stochastic gradient descent (SGD) are currently the standard algorithm for training deep neural networks. Second-order methods, despite their better con…