Yingying Hua

Distilling Deep Neural Networks for Robust Classification with Soft Decision Trees

2018

Recent deep neural networks have achieved impressive performance in image classification. However, these networks are sensitive to the attack of adversarial examples, leading to a sharp drop in accuracy. To address this issue, this paper …

Defending Against Adversarial Examples via Soft Decision Trees Embedding

2019

Convolutional neural networks (CNNs) have shown vulnerable to adversarial examples which contain imperceptible perturbations. In this paper, we propose an approach to defend against adversarial examples with soft decision trees embedding. Firstly, we extract the …