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FGSM and PGD Adversarial Attacks Guide by ishan kumar is a document available to read on EtoBox.

What is FGSM and PGD Adversarial Attacks Guide about?

The document outlines a coding exercise focused on implementing adversarial attacks on MNIST and CIFAR-10 classifiers using techniques such as targeted and untargeted FGSM, as well as PGD attacks. It includes detailed instructions for coding these attacks, mathematical derivations for projecting onto `2-balls, and extending the PGD algorithm for targeted attacks. Additionally, it provides pseudocode for the MyPGD function and references relevant literature on adversarial robustness in deep learning models.

Author

ishan kumar

Language

EN