So has there been any success in using deep learning for doing reverse engineering?
i couldn't find anything useful other than some theoretical papers, so was there any talk about this in recent security conferences, or actual success of doing so?
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I don't know about deep learning, but if you are looking for general results on using machine learning for reverse engineering, there was a paper called "Evolving Exact Decompilation" published at the Workshop on Binary Analysis Research 2018, where the researchers claimed to have learned/evolved the ability to decompile a C program. See the paper here.