DBF-PSR: a dual-branch fusion approach to network traffic classification using protocol semantic representation

Abstract With the widespread adoption of encrypted traffic and the scarcity of annotated data in specific network traffic domains, traditional network traffic classification methods face significant challenges in achieving effective performance. In this context, the “self-supervised learning + super...

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Bibliographic Details

Published in:	Journal of King Saud University: Computer and Information Sciences
Main Authors:	Yaojun Ding, Wei Chen
Format:	Article
Language:	English
Published:	Springer 2025-08-01
Subjects:	Protocol-level semantic representation Dual-branch complementary mechanism Network traffic classification Few shot learning
Online Access:	https://doi.org/10.1007/s44443-025-00233-w