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Salem Alkhalaf

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Review Open access Jul 2026

Federated TinyML and digital twin framework for secure and resilient IoMT-based ICU monitoring

Results indicate that a federated TinyML architecture with lightweight patient-state tracking, validation-based ensemble filtering, differential privacy, and post-quantum-secure communication can support privacy-aware and attack-resilient ICU monitoring experiments in resource-constrained IoMT settings.

Umar Hayat Khan, Rahim Khan, Tahani Alsaedi et al. · 0 citations

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