Comparison of SI-NI-FGSM and SI+Ours.

Comparison of SI-NI-FGSM and SI+Ours.

<p>(a) Attack success rates of different model combinations with increasing steps, attacks are launched from ResNet-18 and transferred to four target models: ResNet-18 (white-box), ResNet-34, ResNet-50, and ResNet-101 (black-box settings); (b) Attack success rates of different models, the sour...

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Príomhchruthaitheoir:	Chen Lin (95910) (author)
Rannpháirtithe:	Sheng Long (14795824) (author)
Foilsithe / Cruthaithe:	2025
Ábhair:	Neuroscience Biological Sciences not elsewhere classified Information Systems not elsewhere classified two crucial metrics nesterov &# 8217 natural data distribution introduces nesterov ’ goals often conflict generation process toward extensive experiments demonstrate deep neural networks achieving stealthy attacks imperceptible perturbations tend evaluating adversarial attacks div >< p diffusion mechanism guides imperceptible adversarial examples imperceptible perturbations adversarial attacks box attacks strong acceleration size strategy perform poorly novel framework mislead models highly vulnerable generalization capabilities art methods adding subtle adaptive step accelerated gradient
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Our proposed Diff-AdaNAG framework.
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Attack success rates (%) of adversarial attacks against six models. <sup>*</sup> indicates the white-box attacks.
de réir: Chen Lin (95910)
Foilsithe / Cruthaithe: (2025)

Attack success rates (%) of adversarial attacks against twelve models. <sup>*</sup> indicates the white-box attacks.
de réir: Chen Lin (95910)
Foilsithe / Cruthaithe: (2025)

Attack success rates (%) of adversarial attacks against twelve models. <sup>*</sup> indicates the white-box attacks.
de réir: Chen Lin (95910)
Foilsithe / Cruthaithe: (2025)

Attack success rates (%) of adversarial attacks against twelve models. <sup>*</sup> indicates the white-box attacks.
de réir: Chen Lin (95910)
Foilsithe / Cruthaithe: (2025)

Visualization of adversarial samples.
de réir: Chen Lin (95910)
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Attack success rates (%) of adversarial attacks against twelve models. <sup>*</sup> indicates the white-box attacks.
de réir: Chen Lin (95910)
Foilsithe / Cruthaithe: (2025)

Logarithm of loss and attack success rates (%) of Diff-AdaNAG, Diff-PGD, and PGD on various numbers of iterations.
de réir: Chen Lin (95910)
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Supplementary results for Table 4.
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Supplementary results for Table 3 (c).
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Supplementary results for Table 3 (b).
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Supplementary 4esults for Table 3 (a).
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Supplementary Results for Table 2 (c).
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Supplementary Results for Table 2 (b) and Fig 3.
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