Task-Aware Meta Learning-Based Siamese Neural Network for Classifying Control Flow Obfuscated Malware

Task-Aware Meta Learning-Based Siamese Neural Network for Classifying Control Flow Obfuscated Malware

Malware authors apply different techniques of control flow obfuscation, in order to create new malware variants to avoid detection. Existing Siamese neural network (SNN)-based malware detection methods fail to correctly classify different malware families when such obfuscated malware samples are pre...

Full description

Bibliographic Details
Main Authors: Jinting Zhu, Julian Jang-Jaccard, Amardeep Singh, Paul A. Watters, Seyit Camtepe
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Future Internet
Subjects:
Siamese neural network
meta-learning
malware classification
code obfuscation
few-shot learning
Online Access:https://www.mdpi.com/1999-5903/15/6/214

Internet

https://www.mdpi.com/1999-5903/15/6/214

Similar Items