The statistical complexity of early-stopped mirror descent

Recently there has been a surge of interest in understanding implicit regularization properties of iterative gradient-based optimization algorithms. In this paper, we study the statistical guarantees on the excess risk achieved by early-stopped unconstrained mirror descent algorithms applied to the...

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Hlavní autoři: Kanade, V, Rebeschini, P, Vaškevičius, T
Médium: Journal article
Jazyk:English
Vydáno: Oxford University Press 2023