Multimodal information fusion for software vulnerability detection based on both source and binary codes

•The study detects software vulnerability based on both source and binary codes.•A novel fusion strategy is designed to accommodate the characteristics of two modalities.•ChatGPT and two pre-trained models are used for the process of feature analysis process. Context: Many researchers have proposed...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Science of computer programming Jg. 250; S. 103411
Hauptverfasser:	Liu, Yuzhou, Wang, Qi, Jiang, Shuang, Wu, Runze, Tian, Hongxu, Zhang, Peng
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 01.05.2026
Schlagworte:	Binary codes feature Multimodal fusion Software vulnerability detection Source codes feature Source codes feature Multimodal fusion Software vulnerability detection Binary codes feature
ISSN:	0167-6423
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!