Eric C Yeats

Improving Gradient Regularization using Complex-Valued Neural Networks

Gradient regularization is a neural network defense technique that requires no prior knowledge of an adversarial attack and that brings only limited increase in training computational complexity. A form of complex-valued neural network (CVNN) is proposed to improve the performance of gradient regula…