@article{llmbasedvulnerablecodeaugmentationgenera, title = {LLM-based Vulnerable Code Augmentation: Generate or Refactor?}, author = {Dyna Soumhane Ouchebara and Stéphane Dupont}, year = {2025}, eprint = {2512.08493}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.08493}, }