Conservative SPDEs as fluctuating mean field limits of stochastic gradient descent. - Benjamin Gess; Rishabh S. Gvalani; Vitalii Konarovskyi (CoRR, 2022)

Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent. - Benjamin Gess; Sebastian Kassing; Vitalii Konarovskyi (J. Mach. Learn. Res., 2024)