Progressive physical-layer fingerprinting cuts Ethernet auth data
On held-out days the method cuts waveform data 75.1% and Raspberry Pi 5 CPU time 73.7% without raising error rates.
On held-out days the method cuts waveform data 75.1% and Raspberry Pi 5 CPU time 73.7% without raising error rates.
A validly signed poisoned pack zeroed 30 previously correct answers, and 14 returned the injected answer; hash checks missed six of nine attacks.
On an isolated Raspberry Pi 5, a validly signed poisoned pack drove correct answers on 30 questions to zero.
Under chronological splits, no model beats a constant normal predictor, and unseen-attack AUROC averages 0.64.
MIRAGE masks full-body biometrics on smart glasses and restores footage only with consent.
Split-control architecture adds a deterministic governor to validate LLM and rule-based planner intents before eBPF enforcement at the edge.
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