numerical scheme analysis

On the Relationships between Graph Neural Networks for the Simulation of Physical Systems and Classical Numerical Methods

An overview on the parallels between the development of numerical approaches to the development of machine learning models to make machine learning models for science more efficient. Published at the AI4Science workshop at ICML'22.

Sparse Identification of Truncation Errors

Applying sparse regression to the modified differential equation to identify the truncation errors of numerical schemes. Published in JCP'19.