Benjamin Gess

According to our database, Benjamin Gess authored at least 15 papers between 2013 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

Large Spikes in Stochastic Gradient Descent: A Large-Deviations View.

Benjamin Gess, Daniel Heydecker

CoRR, March, 2026

2025

THINNs: Thermodynamically Informed Neural Networks.

Javier Castro, Benjamin Gess

CoRR, September, 2025

2024

Stochastic Modified Flows for Riemannian Stochastic Gradient Descent.

Benjamin Gess, Sebastian Kassing, Nimit Rana

SIAM J. Control. Optim., 2024

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

Benjamin Gess, Sebastian Kassing, Vitalii Konarovskyi

J. Mach. Learn. Res., 2024

2023

Thermodynamically consistent and positivity-preserving discretization of the thin-film equation with thermal noise.

Benjamin Gess, Rishabh S. Gvalani, Florian Kunick, Felix Otto

Math. Comput., April, 2023

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

Benjamin Gess, Sebastian Kassing

CoRR, 2023

2022

Conservative SPDEs as fluctuating mean field limits of stochastic gradient descent.

Benjamin Gess, Rishabh S. Gvalani, Vitalii Konarovskyi

CoRR, 2022

2021

Stochastic partial differential equations arising in self-organized criticality.

Lubomír Bañas, Benjamin Gess, Marius Neuß

CoRR, 2021

2020

Ergodicity for Stochastic Porous Media Equations with Multiplicative Noise.

Konstantinos Dareiotis, Benjamin Gess, Pavlos Tsatsoulis

SIAM J. Math. Anal., 2020

Convergence Rates for the Stochastic Gradient Descent Method for Non-Convex Objective Functions.

Benjamin J. Fehrman, Benjamin Gess, Arnulf Jentzen

J. Mach. Learn. Res., 2020

Numerical approximation of singular-degenerate parabolic stochastic PDEs.

Lubomír Bañas, Benjamin Gess, Christian Vieth

CoRR, 2020

2016

Semi-discretization for Stochastic Scalar Conservation Laws with Multiple Rough Fluxes.

Benjamin Gess, Benoît Perthame, Panagiotis E. Souganidis

SIAM J. Numer. Anal., 2016

Ergodicity and Local Limits for Stochastic Local and Nonlocal p-Laplace Equations.

Benjamin Gess, Jonas M. Tölle

SIAM J. Math. Anal., 2016

2015

Singular-Degenerate Multivalued Stochastic Fast Diffusion Equations.

Benjamin Gess, Michael Röckner

SIAM J. Math. Anal., 2015

2013

Finite Speed of Propagation for Stochastic Porous Media Equations.

Benjamin Gess

SIAM J. Math. Anal., 2013