A server-side cache that filters and reuses client updates lowers federated learning communication by up to 20 percent while keeping accuracy roughly unchanged, according to the authors' experiments.
Achieving optimal cache utility in con- strained wireless networks through federated learning,
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Caching Techniques for Reducing the Communication Cost of Federated Learning in IoT Environments
A server-side cache that filters and reuses client updates lowers federated learning communication by up to 20 percent while keeping accuracy roughly unchanged, according to the authors' experiments.