Surrogate modelling

Multi fidelity models Data-driven multi-scale sampling, multi-resolution, super-resolution 2020-08-24 – 2023-11-20
Neural PDE operator learning Especially forward operators. Image-to-image regression, where the images encode a physical process. 2019-10-15 – 2023-10-19
Materials informatics Machine learning in condensed matter physics, chemistry and materials science 2023-08-01 – 2023-08-08
ΦFlow A modern python computational fluid dynamics library for ML research 2022-06-24 – 2023-04-17