Perturbation diversity certificates robust generalization

Zhuang Qian, Shufei Zhang, Kaizhu Huang, Qiufeng Wang, Xinping Yi, Bin Gu, Huan Xiong

Abstract: Highlights•Improved adversarial robustness from a diversity perspective.•Showed that robust generalization can be upper bounded by a diversity term.•Achieved competitive performace against adversarial examples.