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PatchCSMD: Security patch identification with changed semantics and commit message dropout

delete2026-09-03
delete0
PRE
AI
J
Jiazheng Li
W
Weizhi Meng
S
Shuailin Yang
任家东 (Jiadong Ren) *
DOI:10.1016/j.eswa.2026.134249delete
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Abstract

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

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
2.9W
Citations:
10.2W

Organization

L
lancaster university
Scholars:
1.4K
Papers: 942
Citations: 0
Y
yanshan university
Scholars:
4.6K
Papers: 1.4K
Citations: 0