Kuramoto-FedAvg reweights client updates by their cosine similarity to the global update, but the paper's convergence bound is not derived and the empirical evidence is incomplete.
An adaptive model for synchrony in the firefly pteroptyx malaccae.Journal of Mathematical Biology, 29(6):571–585, 1991
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Kuramoto-FedAvg: Using Synchronization Dynamics to Improve Federated Learning Optimization under Statistical Heterogeneity
Kuramoto-FedAvg reweights client updates by their cosine similarity to the global update, but the paper's convergence bound is not derived and the empirical evidence is incomplete.