A lightweight model design approach for few-shot malicious traffic classification

Abstract Classifying malicious traffic, which can trace the lineage of attackers’ malicious families, is fundamental to safeguarding cybersecurity. However, the deep learning approaches currently employed require substantial volumes of data, conflicting with the challenges in acquiring and accuratel...

Full description

Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Ruonan Wang, Minhuan Huang, Jinjing Zhao, Hongzheng Zhang, Wenjing Zhong, Zhaowei Zhang, Liqiang He
Format:	Article
Language:	English
Published:	Nature Portfolio 2024-10-01
Subjects:	Malicious traffic classification Few-shot Lightweight model Generalization
Online Access:	https://doi.org/10.1038/s41598-024-73342-7