Simple Machine Learning Techniques for Binary Diffing (in Diaphora)

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Presented at 44CON 2024 by

Joxean Koret

Machine Learning/Artificial Intelligence is a hot topic in academia for Binary Code Similarity Analysis or, as the information security industry calls it, Binary Diffing, or bindiffing for short. In this talk I will discuss how a ML based engine was added to Diaphora, the initial steps, what problems were found, which dataset(s) were used, how they were built & cleaned up, how it works in Diaphora, how it enhanced Diaphora, etc.