Publications

tim@timwei.land:~/publication$

Flexible and Efficient Probabilistic PDE Solvers through Gaussian Markov Random Fields

In Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) (2025)

Fast probabilistic counterparts to numerical PDE solvers, powered by SPDEs & sparse linear algebra.

Physics-Informed ML PDEs Bayesian Inference Sparse Linear Algebra

arXiv preprint (2024)

Introduces GP-FVM, a probabilistic counterpart to the finite volume method, enabling large-scale probabilistic PDE simulations.

Physics-Informed ML PDEs Bayesian Inference Numerical Analysis