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Abhishek Vijay Potekar

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Conference Open access 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

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