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arXiv cs.AIPaper

The History Is the Detector: Executing CVE Patch History, End-to-End

This is practical. Vulnerability detection systems are always hungry for new signals, and mining rules from real fixes is a proven approach. The end-to-end pipeline and validation via CWE classification adds rigor. If you're building or operating a code scanning tool, this is worth studying. It's not a breakthrough, but it's engineered competently and addresses a real problem with good methodology.