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2020 – today
- 2024
[i6]Nicolás García Trillos, Matt Jacobs, Jakwang Kim, Matthew Werenski:
An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification. CoRR abs/2401.09191 (2024)- 2023
- [j7]Nicolás García Trillos, Matt Jacobs, Jakwang Kim:
The multimarginal optimal transport formulation of adversarial multiclass classification. J. Mach. Learn. Res. 24: 45:1-45:56 (2023) - [j6]Matt Jacobs
:
Existence of Solutions to Reaction Cross Diffusion Systems. SIAM J. Math. Anal. 55(6): 6991-7023 (2023) - [i5]Nicolás García Trillos, Matt Jacobs, Jakwang Kim:
On the existence of solutions to adversarial training in multiclass classification. CoRR abs/2305.00075 (2023) - [i4]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 abs/2305.18779 (2023) - [i3]Karthik Elamvazhuthi, Matt Jacobs:
Optimal Transport of Linear Systems over Equilibrium Measures. CoRR abs/2312.10197 (2023) - 2022
- [i2]Nicolás García Trillos, Matt Jacobs, Jakwang Kim:
The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification. CoRR abs/2204.12676 (2022) - 2020
- [j5]Matt Jacobs, Flavien Léger:
A fast approach to optimal transport: the back-and-forth method. Numerische Mathematik 146(3): 513-544 (2020) - [i1]Matt Jacobs, Wonjun Lee, Flavien Léger:
The back-and-forth method for Wasserstein gradient flows. CoRR abs/2011.08151 (2020)
2010 – 2019
- 2019
- [j4]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): 1100-1123 (2019) - 2018
- [j3]Matt Jacobs, Ekaterina Merkurjev, Selim Esedoglu:
Auction dynamics: A volume constrained MBO scheme. J. Comput. Phys. 354: 288-310 (2018) - 2017
- [j2]Selim Esedoglu, Matt Jacobs, Pengbo Zhang:
Kernels with prescribed surface tension & mobility for threshold dynamics schemes. J. Comput. Phys. 337: 62-83 (2017) - [j1]Selim Esedoglu, Matt Jacobs:
Convolution Kernels and Stability of Threshold Dynamics Methods. SIAM J. Numer. Anal. 55(5): 2123-2150 (2017) - [c1]Matt Jacobs:
A Fast MBO Scheme for Multiclass Data Classification. SSVM 2017: 335-347
Coauthor Index
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