Deep Fingerprinting: Undermining Website Fingerprinting Defenses with Deep Learning

7 January 2018

Mohsen Imani

Papers citing "Deep Fingerprinting: Undermining Website Fingerprinting Defenses with Deep Learning"

22 / 22 papers shown

Title
SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers Nimesha Wickramasinghe Arash Shaghaghi Gene Tsudik S. Jha 51 0 0 25 Mar 2025
Towards Fine-Grained Webpage Fingerprinting at Scale Xiyuan Zhao Xinhao Deng Qi Li Yunpeng Liu Zhuotao Liu Kun Sun Ke Xu 36 2 0 06 Sep 2024
The Spectre of Surveillance and Censorship in Future Internet Architectures Michael Wrana Diogo Barradas N. Asokan 16 2 0 29 Jan 2024
Facing Unknown: Open-World Encrypted Traffic Classification Based on Contrastive Pre-Training Xiang Li Beibei Feng Tianning Zang Shuyuan Zhao Jing Ma 24 4 0 31 Aug 2023
DeTorrent: An Adversarial Padding-only Traffic Analysis Defense James K. Holland Jason Carpenter Se Eun Oh Nicholas Hopper AAML 19 4 0 03 Feb 2023
Padding-only defenses add delay in Tor Ethan Witwer James K. Holland Nicholas Hopper 11 11 0 04 Aug 2022
DF-SCA: Dynamic Frequency Side Channel Attacks are Practical Debopriya Roy Dipta Berk Gülmezoglu 16 20 0 27 Jun 2022
Snoopy: A Webpage Fingerprinting Framework with Finite Query Model for Mass-Surveillance Prasanna Gargi Mitra Karthik Vairam Sandip Saha N. Chandrachoodan V. Kamakoti 14 0 0 30 May 2022
You get PADDING, everybody gets PADDING! You get privacy? Evaluating practical QUIC website fingerprinting protections for the masses S. Siby Ludovic Barman Christopher A. Wood Marwan M. Fayed N. Sullivan Carmela Troncoso 15 3 0 15 Mar 2022
End-to-End Multi-Tab Website Fingerprinting Attack: A Detection Perspective Mantun Chen Yong Chen Yongjun Wang Peidai Xie Shaojing Fu Xiatian Zhu 27 3 0 12 Mar 2022
DeepSE-WF: Unified Security Estimation for Website Fingerprinting Defenses Alexander Veicht Cédric Renggli Diogo Barradas AAML 30 7 0 08 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 15 235 0 13 Feb 2022
Tor circuit fingerprinting defenses using adaptive padding George Kadianakis Theodoros Polyzos Mike Perry Kostas Chatzikokolakis 8 4 0 05 Mar 2021
Domain Name Encryption Is Not Enough: Privacy Leakage via IP-based Website Fingerprinting Nguyen Phong Hoang Arian Akhavan Niaki Phillipa Gill M. Polychronakis 32 26 0 16 Feb 2021
Towards Effective and Efficient Padding Machines for Tor T. Pulls 13 20 0 26 Nov 2020
Machine Learning Interpretability Meets TLS Fingerprinting Mahdi Jafari Siavoshani A. Khajehpour Amirmohammad Ziaei Bideh Amirali Gatmiri A. Taheri 21 2 0 12 Nov 2020
Fingerprinting Encrypted Voice Traffic on Smart Speakers with Deep Learning Chenggang Wang Sean Kennedy Haipeng Li King Hudson G. Atluri Xuetao Wei Wenhai Sun Boyang Wang 9 45 0 20 May 2020
Padding Ain't Enough: Assessing the Privacy Guarantees of Encrypted DNS Jonas Bushart C. Rossow 14 54 0 02 Jul 2019
Encrypted DNS --> Privacy? A Traffic Analysis Perspective S. Siby Marc Juárez Claudia Díaz Narseo Vallina-Rodriguez Carmela Troncoso 16 106 0 24 Jun 2019
Evading classifiers in discrete domains with provable optimality guarantees B. Kulynych Jamie Hayes N. Samarin Carmela Troncoso AAML 18 19 0 25 Oct 2018
Var-CNN: A Data-Efficient Website Fingerprinting Attack Based on Deep Learning Sanjit Bhat David Lu Albert Kwon S. Devadas AAML 18 190 0 28 Feb 2018
LightBox: Full-stack Protected Stateful Middlebox at Lightning Speed Huayi Duan Cong Wang Xingliang Yuan Yajin Zhou Qian Wang K. Ren 18 81 0 20 Jun 2017