Search Results for author: Jun Xu4

Found 1 papers, 1 papers with code

Lemna: Explaining deep learning based security applications

1 code implementation Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security 2018 Wenbo Guo, Dongliang Mu5, Jun Xu4, Purui Su6, Gang Wang3, Xinyu Xing

The local interpretable modelis specially designed to (1) handle feature dependency to betterwork with security applications (e. g., binary code analysis); and(2) handle nonlinear local boundaries to boost explanation delity. We evaluate our system using two popular deep learning applica-tions in security (a malware classier, and a function start detectorfor binary reverse-engineering).

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