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Malware Detection in Adversarial Settings: Exploiting Feature Evolutions and Confusions in Android Apps

Wei Yang,Deguang Kong,Tao Xie,Carl A. Gunter

2017 · DOI: 10.1145/3134600.3134642
Asia-Pacific Computer Systems Architecture Conference · 132 Citations

TLDR

Malware Recomposition Variation (MRV), an approach that conducts semantic analysis of existing malware to systematically construct new malware variants for malware detectors to test and strengthen their detection signatures/models, is presented.