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...

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Bibliographic Details

Published in:	Science of computer programming Vol. 250; p. 103411
Main Authors:	Liu, Yuzhou, Wang, Qi, Jiang, Shuang, Wu, Runze, Tian, Hongxu, Zhang, Peng
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.05.2026
Subjects:	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 Access:	Get full text
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