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FusionVul: A Multimodal Feature Fusion Framework for Source Code Vulnerability Detection

arXiv:2606.08553v1 Announce Type: new Abstract: Source code vulnerability detection remains a long-standing challenge due to the increasing scale, structural complexity, and semantic diversity of modern codebases. Conventional static-analysis or rule-based approaches often fail to capture subtle execution dependencies, while single-modality learning models tend to overlook critical structural information embedded beyond the lexical surface of source code. To improve robustness across...

arXiv CS 1d ago