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Lanthaler, Samuel
6 publications
NeurIPSW
2024
Scale-Consistent Learning with Neural Operators
Zongyi Li
,
Samuel Lanthaler
,
Catherine Deng
,
Yixuan Wang
,
Kamyar Azizzadenesheli
,
Anima Anandkumar
NeurIPS
2023
Error Bounds for Learning with Vector-Valued Random Features
Samuel Lanthaler
,
Nicholas H. Nelsen
NeurIPS
2023
Neural Oscillators Are Universal
Samuel Lanthaler
,
T. Konstantin Rusch
,
Siddhartha Mishra
ICLR
2023
Nonlinear Reconstruction for Operator Learning of PDEs with Discontinuities
Samuel Lanthaler
,
Roberto Molinaro
,
Patrik Hadorn
,
Siddhartha Mishra
JMLR
2023
Operator Learning with PCA-Net: Upper and Lower Complexity Bounds
Samuel Lanthaler
JMLR
2021
On Universal Approximation and Error Bounds for Fourier Neural Operators
Nikola Kovachki
,
Samuel Lanthaler
,
Siddhartha Mishra