When Labels Are Scarce: A Systematic Mapping of Label-Efficient Code Vulnerability Detection

Noor Khalal, Chakib Fettal, Lazhar Labiod +1

Machine-learning-based code vulnerability detection (CVD) has progressed rapidly, from deep program representations to pretrained code models and LLM-centered pipelines. Yet depend…