DeepCG: Classifying Metamorphic Malware Through Deep Learning of Call Graphs
DeepCG: Classifying Metamorphic Malware Through Deep Learning of Call Graphs
Shuang Zhao,Xiaobo Ma,Wei Zou,Bo Bai
2019 · DOI: 10.1007/978-3-030-37228-6_9
Security and Privacy in Communication Networks · 9 Citations
TLDR
This paper systematically study the obfuscation methods of metamorphic malware, and reveals that, compared to frequently used fragmented features such as byte n-grams and opcode sequences, call graphs are more stable against metamorphism, and can be leveraged to classify metamorphIC malware effectively.