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FLINT: 5G PHY-layer side channels fingerprint federated learning models

2026-07-20 14:31 UTC · arXiv cs.CR · read the source ↗ #federated-learning#5g#side-channel
  • Engineer — Learn: Novel finding that 5G PDCCH scheduling metadata leaks enough temporal pattern to identify FL model architecture families, enabling targeted downstream attacks. No patch exists; worth factoring into FL-over-cellular deployment design (e.g., traffic shaping, scheduling obfuscation) before adopting this stack.
  • SOC/IR — Skip
  • Leader — Skip
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