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#side-channel

FLINT: Fingerprinting Federated Learning Architectures from 5G PHY-Layer Side Channels

arXiv cs.AI · 2026-07-20 Cached

FLINT is a black-box framework that fingerprints FL model architectures (CNN, RNN, Transformer) using only 5G PHY-layer scheduling metadata, achieving 0.930 macro F1-score on an over-the-air testbed.

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#side-channel

Websites Can Now Spy on You Through Your Hard Drive

Wired · 2026-06-01 Cached

A new technique called FROST exploits SSD timing side channels in browsers to spy on users' activities, identifying open websites and apps without requiring any interaction beyond visiting a malicious site.

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#side-channel

SPEAKE(a)R: Turn Speakers to Microphones for Fun and Profit [pdf] (2017)

Hacker News Top · 2026-04-19 Cached

SPEAKE(a)R demonstrates a technique to convert speakers into microphones for covert audio eavesdropping by exploiting the electromechanical properties of speaker components, presenting both a security vulnerability and proof-of-concept attack methodology.

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