Picture for Benjamin Gess

Benjamin Gess

Stochastic Modified Flows for Riemannian Stochastic Gradient Descent

Add code
Feb 02, 2024
Viaarxiv icon

Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent

Add code
Feb 14, 2023
Viaarxiv icon

Convergence rates for momentum stochastic gradient descent with noise of machine learning type

Add code
Feb 07, 2023
Viaarxiv icon

Conservative SPDEs as fluctuating mean field limits of stochastic gradient descent

Add code
Jul 12, 2022
Figure 1 for Conservative SPDEs as fluctuating mean field limits of stochastic gradient descent
Viaarxiv icon

Convergence rates for the stochastic gradient descent method for non-convex objective functions

Add code
Apr 02, 2019
Viaarxiv icon