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PatchCSMD: Security patch identification with changed semantics and commit message dropout
DOI:10.1016/j.eswa.2026.134249.png)
Abstract
En 中文
• A new framework jointly models commit messages, code diffs, and changed semantics.
• Changed semantics capture added and deleted content identified from ASTs.
• CMD reduces reliance on commit messages during the training.
• The method remains robust when commit messages are missing.
• The method achieves leading performance on two public security patch datasets.
Keywords:
Security patch identification
AST
Changed semantics
Commit message dropout
Feature fusion
Journal
IF:
7.5
Papers:
2.9W
Citations:
10.2W

