@article{ART003169019},
author={Gati Lother Martin and Young-Seob Jeong and Kang Ah Reum and Jiyoung Woo},
title={HWP Malware Detection using Transformer},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={1},
pages={87-97}
TY - JOUR
AU - Gati Lother Martin
AU - Young-Seob Jeong
AU - Kang Ah Reum
AU - Jiyoung Woo
TI - HWP Malware Detection using Transformer
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 1
PB - The Korean Society Of Computer And Information
SP - 87
EP - 97
SN - 1598-849X
AB - In this study, we perform static analysis on Hangul document-type malware files, including the extraction of scripts and shellcode, and carry out dynamic analysis based on the type of malware to identify characteristics of Hangul document-type malware files. Based on these characteristics, we learn information about Hangul document-type malware files and develop a deep learning-based detection model for them. Decoding streams in HWP files typically generate readable text composed mainly of JavaScript. We have proposed an effective document-based malware detection model using a transformer model that leverages an attention mechanism to capture dependencies between input and output. In this research, we differentiated Hangul-type malware provided by antivirus companies by document components (streams) and, after training on 17,265 instances, achieved an accuracy of over 96%.
KW - Malware;Document;Hangul word processor;Transformer model;Deep learning
DO -
UR -
ER -
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum and Jiyoung Woo. (2025). HWP Malware Detection using Transformer. Journal of The Korea Society of Computer and Information, 30(1), 87-97.
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum and Jiyoung Woo. 2025, "HWP Malware Detection using Transformer", Journal of The Korea Society of Computer and Information, vol.30, no.1 pp.87-97.
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum, Jiyoung Woo "HWP Malware Detection using Transformer" Journal of The Korea Society of Computer and Information 30.1 pp.87-97 (2025) : 87.
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum, Jiyoung Woo. HWP Malware Detection using Transformer. 2025; 30(1), 87-97.
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum and Jiyoung Woo. "HWP Malware Detection using Transformer" Journal of The Korea Society of Computer and Information 30, no.1 (2025) : 87-97.
Gati Lother Martin; Young-Seob Jeong; Kang Ah Reum; Jiyoung Woo. HWP Malware Detection using Transformer. Journal of The Korea Society of Computer and Information, 30(1), 87-97.
Gati Lother Martin; Young-Seob Jeong; Kang Ah Reum; Jiyoung Woo. HWP Malware Detection using Transformer. Journal of The Korea Society of Computer and Information. 2025; 30(1) 87-97.
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum, Jiyoung Woo. HWP Malware Detection using Transformer. 2025; 30(1), 87-97.
Gati Lother Martin, Young-Seob Jeong, Kang Ah Reum and Jiyoung Woo. "HWP Malware Detection using Transformer" Journal of The Korea Society of Computer and Information 30, no.1 (2025) : 87-97.
