Author

Shangyue Zhu

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Preprint 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, Chenggang Wang, Shang-Yue Zhu · 0 citations