Stochastic Gradient Descent: A Nonlinear Time Series Perspective
arXiv:2610.20894v1 Announce Type: new Abstract: This paper investigates the statistical behavior of Stochastic Gradient Descent (SGD) with constant step size under the framework of iterated random functions. Compared to previous studies establishing the convergence of SGD in probability measure, e.…
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- 2026-10-16 04:00 · arXiv stat.ML
Stochastic Gradient Descent: A Nonlinear Time Series Perspective