I-MAD: A Novel Interpretable Malware Detector Using Hierarchical Transformer
I-MAD: A Novel Interpretable Malware Detector Using Hierarchical Transformer
Miles Q. Li,B. Fung,P. Charland,Steven H. H. Ding
2019 · DBLP: journals/corr/abs-1909-06865
arXiv.org · 8 Citations
TLDR
This work proposes an Interpretable MAware Detector (I-MAD), which achieves state-of-the-art performance on static malware detection with excellent interpretability and integrates a hierarchical Transformer network that can understand assembly code at the basic block, function, and executable level.