- inductive bias
- probabilistic generative models
- state-space models
- model order reduction
- slowness
- long-term stability
The folder Training contains code and training data based on the Advection-Diffusion example of the paper. The folder Prediction contains a Jupyter-Notebook to visualize the results.
Please feel free to look at the paper for details regarding the theory and mathematical derivations.
If this code is relevant for your research, please consider citing:
@inproceedings{
kaltenbach2021physicsaware,
title={Physics-aware, probabilistic model order reduction with guaranteed stability},
author={Sebastian Kaltenbach and Phaedon Stelios Koutsourelakis},
booktitle={International Conference on Learning Representations},
year={2021},
url={https://openreview.net/forum?id=vyY0jnWG-tK}
}