2 problems

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Conjecture on lower bounds for periodically communicating federated learning algorithms
Periodic-communication lower-bound conjecture. Unless restrictive assumptions are imposed on the level of statistical or objective heterogeneity, a lower bound of this type should…
Conjectureopenclient-heterogeneity distributed-optimization federated-learningarXiv posted 2 days ago
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Conjecture on the limits of local steps in heterogeneous federated learning
Local-step utility conjecture. The phenomenon that increasing $H$ does not improve the convergence rate may be an artifact of a conservative analysis of $\texttt{FedLin}$ ; a more r…
Conjectureopenclient-heterogeneity distributed-optimization federated-learningarXiv posted 2 days ago

Conjecture on lower bounds for periodically communicating federated learning algorithms