Unlocking optimal batch size schedules using continuous-time control and perturbation theory. - Stefan Perko (CoRR, 2023)

Learning to steer with Brownian noise. - Stefan Ankirchner; Sören Christensen; Jan Kallsen; Philip Le Borne; Stefan Perko (CoRR, 2024)

A Comparison of Continuous-Time Approximations to Stochastic Gradient Descent. - Stefan Ankirchner; Stefan Perko (J. Mach. Learn. Res., 2024)