VulBERTa: simplified source code pre-training for vulnerability detection

This paper presents VulBERTa, a deep learning approach to detect security vulnerabilities in source code. Our approach pre-trains a RoBERTa model with a custom tokenisation pipeline on real-world code from open-source C/C++ projects. The model learns a deep knowledge representation of the code synta...

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Bibliographic Details
Main Authors: Hanif, Hazim, Maffeis, Sergio
Format: Conference or Workshop Item
Published: IEEE 2022
Subjects:
Online Access:http://eprints.um.edu.my/40469/
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