Robust Classification

“Is your explanation stable?”: A Robustness Evaluation Framework for Feature Attribution

Authors: Yuyou Gan, Yuhao Mao, Xuhong Zhang, Shouling Ji, Yuwen Pu, Meng Han, Jianwei Yin, Ting Wang | Published: 2022-09-05
XAI (Explainable AI)
Robust explainability
Robust Classification

Robustness for Non-Parametric Classification: A Generic Attack and Defense

Authors: Yao-Yuan Yang, Cyrus Rashtchian, Yizhen Wang, Kamalika Chaudhuri | Published: 2019-06-07 | Updated: 2020-02-24
Robust Classification
Adversarial Learning
Defense Method

Convolutional Neural Networks with Transformed Input based on Robust Tensor Network Decomposition

Authors: Jenn-Bing Ong, Wee-Keong Ng, C. -C. Jay Kuo | Published: 2018-11-20 | Updated: 2018-12-11
Robust Classification
Adversarial Learning
Defense Method