| Physics-informed Gaussian process regression generalizes linear PDE solvers M Pförtner, I Steinwart, P Hennig, J Wenger arXiv preprint arXiv:2212.12474, 2022 | 33 | 2022 |
| Posterior and computational uncertainty in Gaussian processes J Wenger, G Pleiss, M Pförtner, P Hennig, JP Cunningham Advances in Neural Information Processing Systems 35, 10876-10890, 2022 | 22 | 2022 |
| Probnum: Probabilistic numerics in python J Wenger, N Krämer, M Pförtner, J Schmidt, N Bosch, N Effenberger, ... arXiv preprint arXiv:2112.02100, 2021 | 19 | 2021 |
| Reparameterization invariance in approximate bayesian inference H Roy, M Miani, CH Ek, P Hennig, M Pförtner, L Tatzel, S Hauberg Advances in Neural Information Processing Systems 37, 8132-8164, 2024 | 4 | 2024 |
| Uncertainty quantification for fourier neural operators T Weber, E Magnani, M Pförtner, P Hennig ICLR 2024 Workshop on AI4DifferentialEquations In Science, 2024 | 4 | 2024 |
| Sample path regularity of gaussian processes from the covariance kernel N Da Costa, M Pförtner, L Da Costa, P Hennig arXiv preprint arXiv:2312.14886, 2023 | 4 | 2023 |
| Linearization turns neural operators into function-valued Gaussian processes E Magnani, M Pförtner, T Weber, P Hennig arXiv preprint arXiv:2406.05072, 2024 | 2 | 2024 |
| Computation-aware Kalman filtering and smoothing M Pförtner, J Wenger, J Cockayne, P Hennig arXiv preprint arXiv:2405.08971, 2024 | 2 | 2024 |
| Probabilistic wind speed downscaling for future wind power assessment N Effenberger, M Pförtner, P Hennig, N Ludwig EGU General Assembly Conference Abstracts, 2034, 2024 | 1 | 2024 |
| FSP-LAPLACE: Function-Space Priors for the Laplace Approximation in Bayesian Deep Learning T Cinquin, M PfÃķrtner, V Fortuin, P Hennig, R Bamler arXiv preprint arXiv:2407.13711, 2024 | | 2024 |
| Scaling up Probabilistic PDE Simulators with Structured Volumetric Information T Weiland, M PfÃķrtner, P Hennig arXiv preprint arXiv:2406.05020, 2024 | | 2024 |
| Flexible and Efficient Probabilistic PDE Solvers through Gaussian Markov Random Fields T Weiland, M Pförtner, P Hennig The 28th International Conference on Artificial Intelligence and Statistics, 0 | | |
Philipp HennigUniversity of TübingenE-mail confirmado em uni-tuebingen.de