MalHAPGNN: An Enhanced Call Graph-Based Malware Detection Framework Using Hierarchical Attention Pooling Graph Neural Network

While deep learning techniques have been extensively employed in malware detection, there is a notable challenge in effectively embedding malware features. Current neural network methods primarily capture superficial characteristics, lacking in-depth semantic exploration of functions and failing to...

ver descrição completa

Detalhes bibliográficos

Principais autores:	Wenjie Guo, Wenbiao Du, Xiuqi Yang, Jingfeng Xue, Yong Wang, Weijie Han, Jingjing Hu
Formato:	Artigo
Idioma:	Inglês
Publicado em:	MDPI AG 2025-01-01
coleção:	Sensors
Assuntos:	malware detection malware embedding graph neural network representation learning graph pooling mechanism
Acesso em linha:	https://www.mdpi.com/1424-8220/25/2/374
Tags:	Adicionar Tag Sem tags, seja o primeiro a adicionar uma tag!