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Seema Malik

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#federated learning Open access Sep 2026

Communication-efficient federated learning for edge IoT via combined quantization and sparsification

Edge IoT devices are increasingly targeted for on-device intelligence using federated learning (FL). However, conventional FL imposes heavy communication and energy costs that make it impractical for battery-constrained, bandwidth-limited deployments with heterogeneous (non-IID) data. In this paper we present a practic...

Seema Malik, Abhinav Grag, Nishtha Kansal · 0 citations

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