AI RESEARCH

Syntax- and Compilation-Preserving Evasion of LLM Vulnerability Detectors

arXiv CS.AI

ArXi:2602.00305v2 Announce Type: replace-cross LLM-based vulnerability detectors are increasingly deployed in CI/CD security gating, yet their resilience to evasion under syntax- and compilation-preserving edits remains poorly understood. We evaluate five attack variants spanning four carrier families of behavior-preserving code transformations on a unified C/C++ benchmark ($N=5000$) and