Fast Amortized Fitting of Scientific Signals Across Time and Ensembles via Transferable Neural Fields

Sophia Zorek, Kushal Vyas, Yuhao Liu +3

Neural fields, also known as implicit neural representations (INRs), offer a powerful framework for modeling continuous geometry, but their effectiveness in high-dimensional scient…