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Mar, 2023
AdvCheck: 通过本地梯度检查特征对抗性示例
AdvCheck: Characterizing Adversarial Examples via Local Gradient Checking
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Ruoxi Chen, Haibo Jin, Jinyin Chen, Haibin Zheng
TL;DR
介绍一种新的针对深度神经网络攻击问题的检测方法 AdvCheck,其利用 local gradient 对对抗样本和误分类自然输入进行精确区分,能够获得比现有技术更高的检测率和更低的计算成本。
Abstract
deep neural networks
(DNNs) are vulnerable to
adversarial examples
, which may lead to catastrophe in security-critical domains. Numerous
detectio
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