Jul 2026
Cross-Cutting Security Analysis of LLM-Generated Code via Metamorphic Testing and Association Rule Mining
Findings show that insecure code generation is not merely a collection of independent defects, but a structured and prompt-conditioned phenomenon, motivating cluster-aware verification and prompt-level intervention for safer LLM-assisted programming.
Zedong Peng, Cheng-Gang Wang, Shang-Yue Zhu
· arXiv.org · 0 citations