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most citedTowards Noise-adaptive, Problem-adaptive (Accelerated) Stochastic Gradient Descent

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cs.LG2021

SVRG Meets AdaGrad: Painless Variance Reduction

Benjamin Dubois-Taine, Sharan Vaswani, Reza Babanezhad +2

Variance reduction (VR) methods for finite-sum minimization typically require the knowledge of problem-dependent constants that are often unknown and difficult to estimate. To addr…