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Ganesh Gupta

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#federated learning Open access Oct 2026

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

To the authors' knowledge, this is the first vehicular-FL evaluation combining joint uplink-downlink compression with genuine HE-based privacy, validated through real cryptography, real privacy attacks, statistical testing, cross-dataset and cross-modality generalisation, and a convergence guarantee.

Himani Tyagi, Abhilasha Singh, Ganesh Gupta · 0 citations

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