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20182026
most citedProxSARAH: An Efficient Algorithmic Framework for Stochastic Composite Nonconvex Optimization

42 citations · 94 across the 15 of their papers we have counts for

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math.OC2018

Characterization of Convex Objective Functions and Optimal Expected Convergence Rates for SGD

Marten van Dijk, Lam M. Nguyen, Phuong Ha Nguyen +1

We study Stochastic Gradient Descent (SGD) with diminishing step sizes for convex objective functions. We introduce a definitional framework and theory that defines and characteriz…