Search Results for author: Bartłomiej Polaczyk

Found 1 papers, 0 papers with code

Improved Overparametrization Bounds for Global Convergence of Stochastic Gradient Descent for Shallow Neural Networks

no code implementations28 Jan 2022 Bartłomiej Polaczyk, Jacek Cyranka

Second, we provide a technical result (working also for general approximators) relating solutions of the aforementioned differential inclusion to the (discrete) stochastic gradient descent sequences, hence establishing linear convergence towards zero loss for the stochastic gradient descent iterations.

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