scholar.google.com › citations
Nov 5, 2023 · We introduce an innovative approach called the Improved Sign Method (ISM). This strategy involves assigning weights to gradients, aiming to mitigate this ...
Nov 5, 2023 · We introduce an innovative approach called the Improved Sign Method (ISM). This strategy involves assigning weights to gradients, aiming to mitigate this ...
This strategy involves assigning weights to gradients, aiming to mitigate this concern and thereby enhance the efficacy of black-box attacks in terms of ...
Apr 20, 2021 · Although SM is efficient, it only extracts the sign of gradient units but ignores their value difference, which inevitably leads to a deviation.
People also ask
Which method can help in mitigating adversarial attacks on ML models?
What are the different types of adversarial attacks?
What are the defense mechanisms against adversarial attacks?
What does the term gradient masking refer to in the context of adversarial attacks?
proposed the Momentum Iterative Fast Gradient Sign Method (MI-FGSM) to improve the transfer- ability of adversarial examples in black-box environments [8].
Oct 21, 2023 · It uses the staircase sign function to improve the sign method used in FGSM-based attacks. The proposed method shows performance improvement ...
We show two adversarial examples generated by the pro- posed momentum iterative fast gradient sign method (MI-FGSM) for the Inception v3 [22] model. Left column ...
This paper proposes a targeted data augmentation-based adversarial attack algorithm named MixCam, which augments the input data based on the contribution of ...
The Step Size Decay Iterative Fast Gradient Sign Method and Step Size Decay Momentum Iterative Fast Gradient Sign Method are proposed in this paper.
Jun 7, 2021 · This study combines a modified Adam gradient descent algorithm with the iterative gradient-based attack method.