Author

Tarek Mahmud

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Preprint Aug 2026

Harnessing LLMs for Document-Guided Fuzzing of Python Libraries

VistaFuzz is introduced, a document-guided fuzzing technique that uses a locally served open-sourced LLM to extract parameter specifications from API documents and generate inputs that satisfy both parameter constraints and inter-parameter dependencies.

Bin Duan, Tarek Mahmud, Meiru Che et al. · 0 citations