Search Results for author: Diyuan Wu

Found 1 papers, 0 papers with code

Mean-field analysis for heavy ball methods: Dropout-stability, connectivity, and global convergence

no code implementations13 Oct 2022 Diyuan Wu, Vyacheslav Kungurtsev, Marco Mondelli

In this paper, we focus on neural networks with two and three layers and provide a rigorous understanding of the properties of the solutions found by SHB: \emph{(i)} stability after dropping out part of the neurons, \emph{(ii)} connectivity along a low-loss path, and \emph{(iii)} convergence to the global optimum.

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