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Nishtha Kansal

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#federated learning Open access Sep 2026

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

This paper implements a practical, communication-efficient FL framework that combines update quantization with top-k sparsification with error feedback and evaluates its performance under realistic edge conditions, and provides reproducible MATLAB code and result artifacts.

Seema Malik, Abhinav Grag, Nishtha Kansal · 0 citations

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