Questions tagged [adversarial-attacks]
For questions about the concept of an adversarial attack in machine learning.
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Why do adversarial attacks work on CNNs if they classify images as humans do?
A common illustration on how CNN works is as follows: https://www.researchgate.net/figure/Learned-features-from-a-Convolutional-Neural-Network_fig1_319253577. It seems to suggest that CNN in ...
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Do adversarial samples violate the i.i.d. assumption?
I am trying to understand why adversarial attacks work in theory.
I have read, that the image is perturbed by a special perturbation $X_{adv}=X_1+p$, but i can't find any reference on that ...
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What is the "attack success rate" of an Adversarial Attack?
For a typical adversarial attack, a sample $x_{0}$ is chosen from a training set belonging to class $C_{i}$ and a transformation $A$ is applied such that the adversarial example $x=A(x_{0})$ would be ...
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What are the specific differences between vision transformers variants?
I have tried 4 different types of attacks on vision transformers (ViT small and tiny, DeiT small and tiny) but the attack successes on smaller versions are higher than the tiny versions. My ...
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How do you game an automatic trading system by messing with data, as opposed to hacking the algorithm itself?
There was a recent question on adversarial AI applications, which led me to start digging around.
Here my interest is not general, but specific:
How do you game an automatic trading system by messing ...
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What is an adversarial attack?
I'm reading this really interesting article CycleGAN, a Master of Steganography. I understand everything up until this paragraph:
we may view the CycleGAN training procedure as continually mounting ...
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