A pre-deployment complexity score for federated learning, built from entropy, sparsity, and intrinsic dimensionality plus client frequencies, predicts accuracy and communication rounds on three MNIST variants.
Entropy, complexity, and spatial information,
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Pre-Deployment Complexity Estimation for Federated Perception Systems
A pre-deployment complexity score for federated learning, built from entropy, sparsity, and intrinsic dimensionality plus client frequencies, predicts accuracy and communication rounds on three MNIST variants.