Task-Aware Meta Learning-based Siamese Neural Network for Classifying Obfuscated Malware

no code implementations • 26 Oct 2021 • Jinting Zhu, Julian Jang-Jaccard, Amardeep Singh, Paul A. Watters, Seyit Camtepe

Existing Siamese neural network (SNN)-based malware detection methods fail to correctly classify different malware families when such obfuscated malware samples are present in the training dataset, resulting in high false-positive rates.

Few-Shot Learning Malware Detection