Lanthaler, Samuel

8 publications

TMLR 2026 Merging Memory and Space: A State Space Neural Operator Nodens Koren, Samuel Lanthaler

ICLR 2026 Towards a Certificate of Trust: Task-Aware OOD Detection for Scientific AI Bogdan Raonic, Siddhartha Mishra, Samuel Lanthaler

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