CognixShield: PoV-Guided Vulnerable API Usage Detection in Large Codebases via LLMs

Wang Lingxiang, Quanzhi Fu, Wenjia Song +4

The integration of open-source libraries in Java development introduces severe security risks through vulnerable APIs. Existing program analysis and deep learning tools face the ch…