Prabhjot Singh (University of Waterloo), Diogo Barradas (University of Waterloo), Tariq Elahi (University of Edinburgh), Noura Limam (University of Waterloo)

Despite the implementation of encrypted channels, such as those offered by anonymity networks like Tor, network adversaries have demonstrated the ability to compromise users’ browsing privacy through website fingerprinting attacks. This paper studies the susceptibility of Tor users to website fingerprinting when data is exchanged over low Earth orbit (LEO) satellite Internet links. Specifically, we design an experimental testbed that incorporates a Starlink satellite Internet connection, allowing us to collect a dataset for evaluating the success of website fingerprinting attacks in satellite environments compared to conventional fiber connections. Our findings suggest that Tor traffic transmitted via Starlink is as vulnerable to fingerprinting attacks as traffic over fiber links, despite the distinct networking characteristics of Starlink connections in contrast to fiber.

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FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks...

Hossein Fereidooni (Technical University of Darmstadt), Alessandro Pegoraro (Technical University of Darmstadt), Phillip Rieger (Technical University of Darmstadt), Alexandra Dmitrienko (University of Wuerzburg), Ahmad-Reza Sadeghi (Technical University of Darmstadt)

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WIP: Towards a Certifiably Robust Defense for Multi-label Classifiers...

Dennis Jacob, Chong Xiang, Prateek Mittal (Princeton University)

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AutoWatch: Learning Driver Behavior with Graphs for Auto Theft...

Paul Agbaje, Abraham Mookhoek, Afia Anjum, Arkajyoti Mitra (University of Texas at Arlington), Mert D. Pesé (Clemson University), Habeeb Olufowobi (University of Texas at Arlington)

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Space-Domain AI Applications need Rigorous Security Risk Analysis

Alexandra Weber (Telespazio Germany GmbH), Peter Franke (Telespazio Germany GmbH)

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