Mori-Zwanzig Formalism for Machine Learning

Using the Mori-Zwanzig formalism to think about what a learned closure model is actually approximating.

The Mori-Zwanzig formalism describes exactly what is lost when you coarse-grain a system — the memory term that a closure model is implicitly trying to represent. Taking that seriously gives a principled way to reason about what machine learning models for coarse-grained fluid dynamics should look like.

(Winchenbach & Thuerey, 2025)

Work in progress.

References

2025

  1. MoriNet - Machine Learning from a Mori-Zwanzig Perspective
    Rene Winchenbach, and Nils Thuerey
    In 19th International SPHERIC Workshop, Barcelona, Spain, 2025