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Investigating Top-$k$ White-Box and Transferable Black-box Attack. (arXiv:2204.00089v1 [cs.LG])
April 4, 2022, 1:20 a.m. | Chaoning Zhang, Philipp Benz, Adil Karjauv, Jae Won Cho, Kang Zhang, In So Kweon
cs.CR updates on arXiv.org arxiv.org
Existing works have identified the limitation of top-$1$ attack success rate
(ASR) as a metric to evaluate the attack strength but exclusively investigated
it in the white-box setting, while our work extends it to a more practical
black-box setting: transferable attack. It is widely reported that stronger
I-FGSM transfers worse than simple FGSM, leading to a popular belief that
transferability is at odds with the white-box attack strength. Our work
challenges this belief with empirical finding that stronger attack actually …
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