Encrypted traffic classification encoder based on lightweight graph representation

Abstract In recent years, traffic encryption technology has been widely adopted for user information protection, leading to a substantial increase in encrypted traffic in communication networks. To address issues such as unclear local key features and low classification accuracy in traditional malic...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	ZhenWei Chen, XiaoXu Wei, YongSheng Wang
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-08-01
Subjects:	Encrypted traffic classification Lightweight graph representation Dual embedding Encoder End-to-end
Online Access:	https://doi.org/10.1038/s41598-025-05225-4