A lightweight transformer based multi task learning model with dynamic weight allocation for improved vulnerability prediction

Abstract Accurate vulnerability prediction is crucial for identifying potential security risks in software, especially in the context of imbalanced and complex real-world datasets. Traditional methods, such as single-task learning and ensemble approaches, often struggle with these challenges, partic...

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Bibliographic Details
Main Authors: Lan Liu, Zhanfa Hui, Guiming Chen, Tingfeng Cai, Chiyu Zhou
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-10650-6
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