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.
In-edge ai: Intelligentizing mobile edge computing, caching and communication by 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.