Author

Daniel Adu Worae

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Preprint Sep 2026

Adaptive Traffic Camouflage: Causal and Resource-Aware Defense Against IoT Fingerprinting

Encryption hides IoT payloads, but traffic shape can still reveal device identity through packet sizes, timing, direction, and packetization. We present Adaptive Traffic Camouflage, a causal, leakage-aware controller that characterizes traffic-shape leakage without runtime device labels and selects a budget-feasible tr...

Daniel Adu Worae, Spyridon Mastorakis, Nuno Moniz et al. · 0 citations

#machine learning Preprint Sep 2026

NEXUS-MI: Communication-Aware Federated Personalization for Gateway-Coordinated Motor-Imagery Brain-Computer Interfaces

NEXUS-MI is introduced, a gateway-coordinated federated personalization framework that treats synchronization as an explicit design variable in federated MI personalization and is motivated by joint evaluation of personalized accuracy, communication cost, update freshness, and subject-level reliability.

Daniel Adu Worae, Aarthy Nagarajan · 0 citations