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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Bibliografski detalji
Glavni autor: Chen Lin (95910) (author)
Daljnji autori: Sheng Long (14795824) (author)
Izdano: 2025
Teme:
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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