SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers

SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers

25 March 2025

Nimesha Wickramasinghe

Arash Shaghaghi

Papers citing "SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers"

10 / 10 papers shown

Title
NetMamba: Efficient Network Traffic Classification via Pre-training Unidirectional Mamba Tongze Wang Xiaohui Xie Wenduo Wang Chuyi Wang Youjian Zhao Yong Cui Mamba 50 17 0 19 May 2024
NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models Chen Qian Xiaochang Li Qineng Wang Gang Zhou Huajie Shao 47 3 0 15 Mar 2024
Efficient and Low Overhead Website Fingerprinting Attacks and Defenses based on TCP/IP Traffic Guodong Huang Chuan Ma Ming Ding Yuwen Qian Chunpeng Ge Liming Fang Zhe Liu AAML 16 13 0 27 Feb 2023
The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems Giovanni Apruzzese Luca Pajola Mauro Conti 62 55 0 09 Mar 2022
ET-BERT: A Contextualized Datagram Representation with Pre-training Transformers for Encrypted Traffic Classification Xinjie Lin G. Xiong Gaopeng Gou Zhen Li Junzheng Shi Jiahao Yu 47 251 0 13 Feb 2022
Towards the Development of Realistic Botnet Dataset in the Internet of Things for Network Forensic Analytics: Bot-IoT Dataset Nickolaos Koroniotis Nour Moustafa E. Sitnikova B. Turnbull 54 1,225 0 02 Nov 2018
Deep Fingerprinting: Undermining Website Fingerprinting Defenses with Deep Learning Payap Sirinam Mohsen Imani Marc Juárez M. Wright 62 460 0 07 Jan 2018
Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning M. Lotfollahi Ramin Shirali Hossein Zade Mahdi Jafari Siavoshani Mohammdsadegh Saberian 40 830 0 08 Sep 2017
Robust Smartphone App Identification Via Encrypted Network Traffic Analysis Vincent F. Taylor Riccardo Spolaor Mauro Conti Ivan Martinovic 53 300 0 20 Apr 2017
k-fingerprinting: a Robust Scalable Website Fingerprinting Technique Jamie Hayes G. Danezis 50 385 0 02 Sep 2015