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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COSPAS Search and Rescue Satellite Uplink: A MAC-Based Security...

Syed Khandker (New York University Abu Dhabi), Krzysztof Jurczok (Amateur Radio Operator), Christina Pöpper (New York University Abu Dhabi)

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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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Stacking up the LLM Risks: Applied Machine Learning Security

Dr. Gary McGraw, Berryville Institute of Machine Learning

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WIP: Threat Modeling Laser-Induced Acoustic Interference in Computer Vision-Assisted...

Nina Shamsi (Northeastern University), Kaeshav Chandrasekar, Yan Long, Christopher Limbach (University of Michigan), Keith Rebello (Boeing), Kevin Fu (Northeastern University)

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