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Abhilasha Singh

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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

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