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

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...

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Bibliographic Details
Main Authors: Wenjie Guo, Wenbiao Du, Xiuqi Yang, Jingfeng Xue, Yong Wang, Weijie Han, Jingjing Hu
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
malware detection
malware embedding
graph neural network
representation learning
graph pooling mechanism
Online Access:https://www.mdpi.com/1424-8220/25/2/374
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