Structural Semantic Enhancement: Better integrating code semantics for vulnerability detection

doi:10.1016/j.infsof.2025.107824

Structural Semantic Enhancement: Better integrating code semantics for vulnerability detection

2025-07-23

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DOI：10.1016/j.infsof.2025.107824

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Abstract

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• Dimension. Unifies linguistic and structural analyses for better detection. • Strategy. SSEM integrates the control and data semantics into pretrained models. • Study. Across datasets, SSEM outperforms state-of-the-art vulnerability detectors.

Keywords:

Dimension

Strategy

Study

Linguistic analysis

Structural analysis

Structural Semantic Enhancement: Better integrating code semantics for vulnerability detection

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