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Author

Himani Tyagi

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#federated learning Open access Oct 2026

Janus: Dual-Sided Communication and Privacy Optimization for Federated Learning in Autonomous Vehicles

Federated Learning (FL) enables collaborative model training across autonomous vehicles (AVs) without sharing raw driving data, but excessive uplink/downlink communication over bandwidth-constrained vehicular-to-everything links and privacy leakage through gradient inversion attacks limit its deployment. This paper pro...

Himani Tyagi, Abhilasha Singh, Ganesh Gupta · 0 citations

Deep Learning for Cybersecurity

The rapid progress in digitization of core industries has increased the size of the threat horizon to the point where cybersecurity measures must be more articulate, adaptive, and intelligent. As cyber-attacks are increasingly evolving and become more complex, attempts to secure networks with traditional methods are be...

Himani Tyagi, Aditya Dayal Tyagi, Swati Sah · 0 citations

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