Author

Mohammed Tawfik

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#federated learning Open access Sep 2026

SemioKAT-FL: explainable, background-invariant, and privacy-preserving video seizure detection with a Kolmogorov–Arnold Transformer and federated learning

Abstract Automatic detection of epileptic seizures from video promises non-invasive, continuous patient monitoring, yet web-sourced seizure corpora are dominated by background confounds : recording-specific cues (studio, home, clinic) that are spuriously correlated with the seizure label. Models that appear highly accu...

Alhasan A. Alharbi, Mukta Dhopeshwarkar, Mohammed Tawfik · Scientific Reports · 0 citations

#federated learning Open access Sep 2026

Asymmetric class-conditional routing in a federated quantum mixture-of-experts improves imbalanced intrusion detection in edge industrial IoT networks

Intrusion detection systems (IDS) deployed in Edge Industrial Internet of Things (Edge-IIoT) environments face three critical and interrelated challenges: (i) extreme class imbalance, where tail-class attack categories may be outnumbered by benign traffic at ratios exceeding 700:1; (ii) competitive expert collapse in g...

Amr H. Abdelhaliem, Mohammed Tawfik, Nedal Al Tamimi et al. · Scientific Reports · 0 citations