Tfe-gnn: A temporal fusion encoder using graph neural networks for fine-grained encrypted traffic classification

H Zhang, L Yu, X Xiao, Q Li, F Mercaldo… - Proceedings of the ACM …, 2023 - dl.acm.org
Encrypted traffic classification is receiving widespread attention from researchers and
industrial companies. However, the existing methods only extract flow-level features, failing …

A large-scale mobile traffic dataset for mobile application identification

S Zhao, S Chen, F Wang, Z Wei, J Zhong… - The Computer …, 2024 - academic.oup.com
With Internet access shifting from desktop-driven to mobile-driven, application-level mobile
traffic identification has become a research hotspot. Although considerable progress has …

[HTML][HTML] A graph representation framework for encrypted network traffic classification

Z Okonkwo, E Foo, Z Hou, Q Li, Z Jadidi - Computers & Security, 2025 - Elsevier
Abstract Network Traffic Classification (NTC) is crucial for ensuring internet security, but
encryption presents significant challenges to this task. While Machine Learning (ML) and …

BehavSniffer: Sniff User Behaviors from the Encrypted Traffic by Traffic Burst Graphs

T Wu, X Xiao, Q Li, Q Liu, G Hu, X Luo… - 2023 20th Annual …, 2023 - ieeexplore.ieee.org
With the increasing popularity of encryption pro-tocols in application and the rapid
development of network applications, traffic classification has become a major challenge for …

One Train for Two Tasks: An Encrypted Traffic Classification Framework Using Supervised Contrastive Learning

H Zhang, X Xiao, L Yu, Q Li, Z Ling, Y Zhang - arXiv preprint arXiv …, 2024 - arxiv.org
As network security receives widespread attention, encrypted traffic classification has
become the current research focus. However, existing methods conduct traffic classification …

Classification of Mobile Encryption Services Based on Context Feature Enhancement

H Zhang, J Ding, J Tan, G Gou… - 2022 IEEE Asia-Pacific …, 2022 - ieeexplore.ieee.org
Smart phones have become the preferred way for Chinese Internet users currently. The
mobile phone traffic is large from the operating system. These traffic is mainly generated by …

Reliable Network-Packet Binary Classification

R Gudla, S Vollala, R Amin - … Conference on Soft Computing and its …, 2022 - Springer
A network packet identification and classification is a fundamental requirement of network
management to maintain the quality of service, quality of experience, efficient bandwidth …

LGR-CE: Encrypted Traffic Classification EncoderBased on Lightweight Graph Representation

Z Chen, X Wei, Y Wang - 2024 - researchsquare.com
In recent years, traffic encryption technology has been widely used in user information
protection, and the amount of encryptedtraffic in communication networks has increased …