Author

N. Jazdi

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#machine learning Preprint Sep 2026

QoS-Aware Federated Learning for Multimodal In-Cabin Interaction in Smart Vehicles

Modern smart vehicles leverage multimodal sensors, ranging from high-bandwidth vision systems to low-rate physiological monitors, to provide personalized in-cabin services. However, integrating high-fidelity multimodal fusion with collaborative training is often hindered by the heterogeneous and time-varying Quality of...

Baran Can Gül, M. Nakıp, N. Jazdi et al. · 0 citations

Preprint Aug 2026

SecureDrive-FL: Joint Differential Privacy and Gradient-Aware Selective Homomorphic Encryption for Federated Driver Monitoring

This work introduces GASHE (Gradient-Aware Selective Homomorphic Encryption), a novel selective encryption strategy that dynamically identifies and encrypts only the gradient components exceeding a DP-calibrated sensitivity threshold, rather than encrypting all parameters uniformly as in static layer-based or full-para...

Baran Can Gül, Hanuma Siddhartha Tunuguntla, Anjana Arvind Naik et al. · 0 citations