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Faster Rates for Federated Variational Inequalities

Apple ML advances federated optimization for stochastic variational inequalities (VIs). It provides improved convergence rates closing the gap with federated convex optimization. Refined analysis shows tighter guarantees for Local Extra SGD on smooth monotone VIs.

Apple Machine LearningOfficial•Feb 13#research#apple-ml#local-extra-sgd

Faster Rates for Federated VIs

Apple advances federated optimization for stochastic variational inequalities. Establishes improved convergence rates closing gap with convex optimization. Refined analysis boosts Local Extra SGD for smooth monotone VIs.

Apple Machine LearningOfficial•Feb 13#research#apple-ml#local-extra-sgd