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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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