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