Small sample smart contract vulnerability detection method based on multi-layer feature fusion

Abstract The identification of vulnerabilities in smart contracts is necessary for ensuring their security. As a pre-trained language model, BERT has been employed in the detection of smart contract vulnerabilities, exhibiting high accuracy in tasks. However, it has certain limitations. Existing met...

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Bibliographic Details
Main Authors: Jinlin Fan, Yaqiong He, Huaiguang Wu
Format: Article
Language:English
Published: Springer 2025-03-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01782-3
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