Staircase Sign Method: Boosting adversarial attacks by mitigating gradient distortion

Pengpeng Zeng

doi:10.1016/j.patcog.2025.111983

2025-07-07

PRE

DOI：10.1016/j.patcog.2025.111983

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摘要

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• 符号方法忽略了梯度向量单位上的差异。 • 我们的阶梯符号方法（S²M）提高了梯度利用率。 • 我们的S²M可以集成到FGSM算法族中。 • 在ImageNet上的实验表明，我们的S²M在攻击方面优于FGSM。

期刊

Pattern Recognition

IF:

7.6

论文数:

1.3W

被引数:

4.5W

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