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S. Tayyaba

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Preprint Jul 2026

Wireless Aggregation Latency in Edge Learning with Fractional Power Control

Analytical upper bounds on the expected per-round latency under fractional power control (FPC) are derived and these results highlight fractional power control as a simple and model-agnostic mechanism for mitigating wireless aggregation bottlenecks in edge learning systems.

A. C. Vamshi Karthik, S. Tayyaba, S. Vanka · 0 citations

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