BriefGPT.xyz
Feb, 2020
基于随机平滑的黑盒认证：一种基于函数优化的框架
Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework
HTML
PDF
Dinghuai Zhang, Mao Ye, Chengyue Gong, Zhanxing Zhu, Qiang Liu
TL;DR
通过一种新的框架，使用非高斯噪声和更广泛类型的攻击来实现在深度学习中的认证鲁棒性，并且比之前的方法提供更好的认证结果和新的随机平滑方法的视角。
Abstract
randomized classifiers
have been shown to provide a promising approach for achieving
certified robustness
against
adversarial attacks
in <
→