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Tracking Patches for Open Source Software Vulnerabilities
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Open source software (OSS) vulnerabilities threaten the security of software systems that use OSS. Vulnerability databases provide valuable information (e.g., vulnerable version and patch) to mitigate OSS vulnerabilities. There arises a growing concern about the information quality of vulnerability databases. However, it is unclear what the quality of patches in existing vulnerability databases is; and existing manual or heuristic-based approaches for patch tracking are either too expensive or too specific to apply to all OSS vulnerabilities.
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SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis
An LLM-driven dependency vulnerability detector reports 83.8% precision, 73.8% recall, and 78.5% F1 on 55 Java projects, outperforming two SCA baselines.
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