DeepGuard

DeepGuard 📖 Project Overview DeepGuard is an innovative secure code generation approach that enhances large language models' capability for secure code generation through multi-layer semantic aggregation techniques. This method effectively identifies and mitigates security vulnerabilities in code...

DeepGuard Secure Code Generation

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-tune models using supervision derived from the final transformer layer. However, this design may suffer from a final-layer...