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Charuka Herath

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Sep 2026

QuantFL: Pre-Training-Aware Update Quantisation for Communication-Efficient Federated Learning in the 6G IoT-Edge-Cloud Continuum

Future 6G IoT-edge-cloud systems will rely on distributed intelligence, where edge devices adapt shared models using local private data. Federated learning (FL) supports this setting, but repeated transmission of full-precision model updates remains expensive over bandwidth-limited and energy-constrained wireless links...

Charuka Herath, Y. Rahulamathavan, Varuna De-Silva et al. · 0 citations

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