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cs.SE2026
Inference-Time Safety For Code LLMs Via Retrieval-Augmented Revision
Manisha Mukherjee, Vincent J. Hellendoorn
Large Language Models (LLMs) are increasingly deployed for code generation in high-stakes software development, yet their limited transparency in security reasoning and brittleness…
cs.SE2025
SOSecure: Safer Code Generation with RAG and StackOverflow Discussions
Manisha Mukherjee, Vincent J. Hellendoorn
Large Language Models (LLMs) are widely used for automated code generation. Their reliance on infrequently updated pretraining data leaves them unaware of newly discovered vulnerab…