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• W2786313301 abstract "We prove that the proximal stochastic subgradient method, applied to a weakly convex problem, drives the gradient of the Moreau envelope to zero at the rate $O(k^{-1/4})$. As a consequence, we resolve an open question on the convergence rate of the proximal stochastic gradient method for minimizing the sum of a smooth nonconvex function and a convex proximable function." @default.
• W2786313301 created "2018-02-23" @default.
• W2786313301 creator A5011856337 @default.
• W2786313301 creator A5033142494 @default.
• W2786313301 date "2018-02-08" @default.
• W2786313301 modified "2023-09-27" @default.
• W2786313301 title "Stochastic subgradient method converges at the rate $O(k^{-1/4})$ on weakly convex functions" @default.
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• W2786313301 hasPublicationYear "2018" @default.
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