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

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. Un