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Faster Rates for Federated Variational Inequalities

Faster Rates for Federated Variational Inequalities is an academic paper establishing improved convergence rates for federated stochastic variational inequalities. The researchers prove that the Local Extra SGD algorithm achieves tighter guarantees for general smooth and monotone variational inequalities under a refined analysis. This work bridges a notable theoretical gap between federated optimization and standard convex optimization bounds.

Apple ML Research·Sep 28, 2026

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