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Adversarial Attacks against Binary Similarity Systems. (arXiv:2303.11143v2 [cs.CR] UPDATED)
cs.CR updates on arXiv.org arxiv.org
In recent years, binary analysis gained traction as a fundamental approach to
inspect software and guarantee its security. Due to the exponential increase of
devices running software, much research is now moving towards new autonomous
solutions based on deep learning models, as they have been showing
state-of-the-art performances in solving binary analysis problems. One of the
hot topics in this context is binary similarity, which consists in determining
if two functions in assembly code are compiled from the same source …
adversarial adversarial attacks analysis art attacks autonomous binary binary analysis deep learning devices guarantee moving research running security similarity software solutions state systems