DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation

Li Huang, Zhongxin Liu, Yifan Wu +6

Large Language Models (LLMs) for code generation can replicate insecure patterns from their training data. To mitigate this, a common strategy for security hardening is to fine-tun…