Detecting Data Poisoning in Code Generation LLMs Via Black-Box, Vulnerability-Oriented Scanning

Code generation large language models LLMs are increasingly integrated into modern software development workflows. Recent work has shown that these models are vulnerable to backdoor and poisoning attacks that induce the generation of insecure code, yet effective defenses remain limited. Existing...