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Journal Articles
- 2023
[j2]Tim Roith, Leon Bungert:
Continuum Limit of Lipschitz Learning on Graphs. Found. Comput. Math. 23(2): 393-431 (2023)- 2022
- [j1]Leon Bungert, Tim Roith, Daniel Tenbrinck, Martin Burger:
A Bregman Learning Framework for Sparse Neural Networks. J. Mach. Learn. Res. 23: 192:1-192:43 (2022)
Conference and Workshop Papers
- 2023
- [c2]Samira Kabri, Tim Roith, Daniel Tenbrinck, Martin Burger:
Resolution-Invariant Image Classification Based on Fourier Neural Operators. SSVM 2023: 236-249 - 2021
- [c1]Leon Bungert
, René Raab, Tim Roith, Leo Schwinn, Daniel Tenbrinck:
CLIP: Cheap Lipschitz Training of Neural Networks. SSVM 2021: 307-319
Informal and Other Publications
- 2024
- [i10]Lukas Weigand, Tim Roith, Martin Burger:
Adversarial flows: A gradient flow characterization of adversarial attacks. CoRR abs/2406.05376 (2024) - 2023
- [i9]Samira Kabri, Tim Roith, Daniel Tenbrinck, Martin Burger:
Resolution-Invariant Image Classification based on Fourier Neural Operators. CoRR abs/2304.01227 (2023) - [i8]Tjeerd Jan Heeringa, Tim Roith, Christoph Brune, Martin Burger:
Learning a Sparse Representation of Barron Functions with the Inverse Scale Space Flow. CoRR abs/2312.02671 (2023) - 2022
- [i7]Leon Bungert, Jeff Calder, Tim Roith:
Ratio convergence rates for Euclidean first-passage percolation: Applications to the graph infinity Laplacian. CoRR abs/2210.09023 (2022) - [i6]Leon Bungert, Tim Roith, Philipp Wacker:
Polarized consensus-based dynamics for optimization and sampling. CoRR abs/2211.05238 (2022) - 2021
- [i5]Leon Bungert, René Raab, Tim Roith, Leo Schwinn, Daniel Tenbrinck:
CLIP: Cheap Lipschitz Training of Neural Networks. CoRR abs/2103.12531 (2021) - [i4]Leon Bungert, Tim Roith, Daniel Tenbrinck, Martin Burger:
A Bregman Learning Framework for Sparse Neural Networks. CoRR abs/2105.04319 (2021) - [i3]Leon Bungert, Tim Roith, Daniel Tenbrinck, Martin Burger:
Neural Architecture Search via Bregman Iterations. CoRR abs/2106.02479 (2021) - [i2]Leon Bungert, Jeff Calder, Tim Roith:
Uniform Convergence Rates for Lipschitz Learning on Graphs. CoRR abs/2111.12370 (2021) - 2020
- [i1]Tim Roith, Leon Bungert:
Continuum Limit of Lipschitz Learning on Graphs. CoRR abs/2012.03772 (2020)
Coauthor Index
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