Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses

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Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses

Website Fingerprinting (WF) attacks raise major concerns about users’ privacy. They employ Machine Learning (ML) to allow a local passive adversary to uncover the Web browsing behavior of a user, even if she browses through an encrypted tunnel (e.g. Tor, VPN). Numerous defenses have been proposed in the past; however, it is typically difficult to have formal guarantees on their security, which ...

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Bayes , not Naïve : Security Bounds on Website

Website Fingerprinting (WF) attacks raise major concerns about users’ privacy. They employ Machine Learning (ML) techniques to allow a local passive adversary to uncover the Web browsing behavior of a user, even if she browses through an encrypted tunnel (e.g. Tor, VPN). Numerous defenses have been proposed in the past; however, it is typically difficult to have formal guarantees on their secur...

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Website fingerprinting attacks[10] enable an adversary to infer which website a victim is visiting, even if the victim uses an encrypting proxy, such as Tor[19]. Previous work has shown that all proposed defenses against website fingerprinting attacks are ineffective[5], [3]. This paper advances the study of website fingerprinting attacks and defenses in two ways. First, we develop bounds on th...

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Comparing Website Fingerprinting Attacks and Defenses

Website fingerprinting attacks allow a local, passive eavesdropper to identify a web browsing client’s destination web page by extracting noticeable and unique features from her traffic. Such attacks magnify the gap between privacy and security — a client who encrypts her communication traffic may still have her browsing behaviour exposed to lowcost eavesdropping. Previous authors have shown th...

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ژورنال

عنوان ژورنال: Proceedings on Privacy Enhancing Technologies

سال: 2017

ISSN: 2299-0984

DOI: 10.1515/popets-2017-0046