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.
Amplitude expansions for instabilities in populations of globally-coupled oscillators.Journal of statistical physics, 74:1047–1084, 1994
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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.