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26,098 papers · page 199 of 1,305

Mate! Are You Really Aware? An Explainability-Guided Testing Framework for Robustness of Malware Detectors

Ruoxi Sun, Minhui Xue, Gareth Tyson, Tian Dong, Shaofeng Li, Shuo Wang, Haojin Zhu, Seyit Camtepe + 1 more

Numerous open-source and commercial malware detectors are available. However, their efficacy is threatened by new adversarial attacks, whereby malware attempts to evade detection, e.g., by performing feature-space manipulation. In this work, we propose an explainability-guided an…