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A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks
We also found that the most popular cybersecurity task is vulnerability detection, and the language that is covered by the most techniques is C. Finally, we found that sequence-based models are the most popular category of models, and Support Vector Machines (SVMs) are the most popular model overall.
A Lightweight Framework for High-Quality Code Generation
FRANC includes a static filter to make the generated code compilable with heuristics and a quality-aware ranker to sort the code snippets based on a quality score.
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