Benjamin Gess

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 14

Top Topics

Ambrosio Tortorelli

Image Denoising

Convergence Rate

Top Venues

SIAM J. Math. Anal.

SIAM J. Numer. Anal.

J. Mach. Learn. Res.

Publications

Benjamin Gess, Sebastian Kassing, Nimit Rana
Stochastic Modified Flows for Riemannian Stochastic Gradient Descent. CoRR (2024)
Benjamin Gess, Sebastian Kassing, Vitalii Konarovskyi
Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent. CoRR (2023)
Benjamin Gess, Sebastian Kassing
Convergence rates for momentum stochastic gradient descent with noise of machine learning type. CoRR (2023)
Benjamin Gess, Rishabh S. Gvalani, Florian Kunick, Felix Otto
Thermodynamically consistent and positivity-preserving discretization of the thin-film equation with thermal noise. Math. Comput. 92 (343) (2023)
Benjamin Gess, Rishabh S. Gvalani, Vitalii Konarovskyi
Conservative SPDEs as fluctuating mean field limits of stochastic gradient descent. CoRR (2022)
Lubomír Bañas, Benjamin Gess, Marius Neuß
Stochastic partial differential equations arising in self-organized criticality. CoRR (2021)
Benjamin Gess, Rishabh S. Gvalani, Florian Kunick, Felix Otto
Thermodynamically consistent and positivity-preserving discretization of the thin-film equation with thermal noise. CoRR (2021)
Benjamin J. Fehrman, Benjamin Gess, Arnulf Jentzen
Convergence Rates for the Stochastic Gradient Descent Method for Non-Convex Objective Functions. J. Mach. Learn. Res. 21 (2020)
Lubomír Bañas, Benjamin Gess, Christian Vieth
Numerical approximation of singular-degenerate parabolic stochastic PDEs. CoRR (2020)
Konstantinos Dareiotis, Benjamin Gess, Pavlos Tsatsoulis
Ergodicity for Stochastic Porous Media Equations with Multiplicative Noise. SIAM J. Math. Anal. 52 (5) (2020)
Benjamin J. Fehrman, Benjamin Gess, Arnulf Jentzen
Convergence rates for the stochastic gradient descent method for non-convex objective functions. CoRR (2019)
Benjamin Gess, Jonas M. Tölle
Ergodicity and Local Limits for Stochastic Local and Nonlocal p-Laplace Equations. SIAM J. Math. Anal. 48 (6) (2016)
Benjamin Gess, Benoît Perthame, Panagiotis E. Souganidis
Semi-discretization for Stochastic Scalar Conservation Laws with Multiple Rough Fluxes. SIAM J. Numer. Anal. 54 (4) (2016)
Benjamin Gess, Michael Röckner
Singular-Degenerate Multivalued Stochastic Fast Diffusion Equations. SIAM J. Math. Anal. 47 (5) (2015)
Benjamin Gess
Finite Speed of Propagation for Stochastic Porous Media Equations. SIAM J. Math. Anal. 45 (5) (2013)