Malware Detection using Attributed CFG Generated by Pre-trained Language Model with Graph Isomorphism Network

Author:

Gao Yun1,Hasegawa Hirokazu2,Yamaguchi Yukiko3,Shimada Hajime1

Affiliation:

1. Graduate School of Informatics, Nagoya University,Nagoya,Japan

2. National Institute of Informatics,Center for Strategic Cyber Resilience, Research and Development,Tokyo,Japan

3. Nagoya University,Information Technology Center,Nagoya,Japan

Funder

JST SPRING

Publisher

IEEE

Reference24 articles.

1. Data mining methods for detection of new malicious executables

2. Learning to Detect and Classify Malicious Executables in the Wild;kolter;J Mach Learn Res,2006

3. Deep neural network based malware detection using two dimensional binary program features

4. Malware Detection by Eating a Whole EXE;raff;AAAI Workshops 2018,2018

5. MWS Datasets for Anti-Malware Research - Contribution to the community and its challenges- (in Japanese);terada;IPSJ SIG Technical Report,2020

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