Research

A Rate Transfer Method: Convergence Rates in Stochastic Gradient Descent via Stochastic Calculus

Single source1 source14 Oct 2026

arXiv:2610.18739v1 Announce Type: cross Abstract: We develop a rate-transfer method that converts finite-time Lyapunov estimates for an associated stochastic differential equation (SDE) into finite-time convergence bounds for stochastic gradient algorithms.

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arxiv.orghttps://arxiv.org/abs/2610.18739

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