2 papers
cs.SE2025
Llama-based source code vulnerability detection: Prompt engineering vs Fine tuning
Dyna Soumhane Ouchebara, Stéphane Dupont
The significant increase in software production, driven by the acceleration of development cycles over the past two decades, has led to a steady rise in software vulnerabilities, a…
cs.CR2025
LLM-based Vulnerable Code Augmentation: Generate or Refactor?
Dyna Soumhane Ouchebara, Stéphane Dupont
Vulnerability code-bases often suffer from severe imbalance, limiting the effectiveness of Deep Learning-based vulnerability classifiers. Data Augmentation could help solve this by…