Patched, But Still Vulnerable?
![A residual risk score is computed by integrating semantic similarity [latex]S_{sem} [/latex], structural similarity [latex]S_{ast} [/latex], and cross-model agreement [latex] \sigma_{cross}^2 [/latex], offering a comprehensive assessment of potential vulnerabilities.](https://arxiv.org/html/2604.21051v1/x3.png)
New research reveals that many software patches offer only superficial changes, leaving residual risks lurking in seemingly secure code.
![A residual risk score is computed by integrating semantic similarity [latex]S_{sem} [/latex], structural similarity [latex]S_{ast} [/latex], and cross-model agreement [latex] \sigma_{cross}^2 [/latex], offering a comprehensive assessment of potential vulnerabilities.](https://arxiv.org/html/2604.21051v1/x3.png)
New research reveals that many software patches offer only superficial changes, leaving residual risks lurking in seemingly secure code.
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