Matt Jacobs

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 14

Top Topics

Multiclass Classification

Top Venues

SIAM J. Numer. Anal.

J. Comput. Phys.

Publications

Nicolás García Trillos, Matt Jacobs, Jakwang Kim, Matthew Werenski
An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification. CoRR (2024)
Matt Jacobs
Existence of Solutions to Reaction Cross Diffusion Systems. SIAM J. Math. Anal. 55 (6) (2023)
Karthik Elamvazhuthi, Matt Jacobs
Optimal Transport of Linear Systems over Equilibrium Measures. CoRR (2023)
Nicolás García Trillos, Matt Jacobs, Jakwang Kim
On the existence of solutions to adversarial training in multiclass classification. CoRR (2023)
Nicolás García Trillos, Matt Jacobs, Jakwang Kim
The multimarginal optimal transport formulation of adversarial multiclass classification. J. Mach. Learn. Res. 24 (2023)
Leon Bungert, Nicolás García Trillos, Matt Jacobs, Daniel McKenzie, Dorde Nikolic, Qingsong Wang
It begins with a boundary: A geometric view on probabilistically robust learning. CoRR (2023)
Nicolás Garcia Trillos, Matt Jacobs, Jakwang Kim
The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification. CoRR (2022)
Matt Jacobs, Wonjun Lee, Flavien Léger
The back-and-forth method for Wasserstein gradient flows. CoRR (2020)
Matt Jacobs, Flavien Léger
A fast approach to optimal transport: the back-and-forth method. Numerische Mathematik 146 (3) (2020)
Matt Jacobs, Flavien Léger, Wuchen Li, Stanley J. Osher
Solving Large-Scale Optimization Problems with a Convergence Rate Independent of Grid Size. SIAM J. Numer. Anal. 57 (3) (2019)
Matt Jacobs, Ekaterina Merkurjev, Selim Esedoglu
Auction dynamics: A volume constrained MBO scheme. J. Comput. Phys. 354 (2018)
Selim Esedoglu, Matt Jacobs
Convolution Kernels and Stability of Threshold Dynamics Methods. SIAM J. Numer. Anal. 55 (5) (2017)
Matt Jacobs
A Fast MBO Scheme for Multiclass Data Classification. SSVM (2017)
Selim Esedoglu, Matt Jacobs, Pengbo Zhang
Kernels with prescribed surface tension & mobility for threshold dynamics schemes. J. Comput. Phys. 337 (2017)