ADDA: An Adversarial Direction-Guided Decision-Based Attack via Multiple Surrogate Models
Wanman Li,
Xiaozhang Liu
Abstract:Over the past decade, Convolutional Neural Networks (CNNs) have been extensively deployed in security-critical areas; however, the security of CNN models is threatened by adversarial attacks. Decision-based adversarial attacks, wherein an attacker relies solely on the final output label of the target model to craft adversarial examples, are the most challenging yet practical adversarial attacks. However, existing decision-based adversarial attacks generally suffer from poor query efficiency or low attack succe… Show more
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