This repository contains an example implementation of the physics‑enforced neural network described in:
A physics‑enforced neural network to predict polymer melt viscosity
Ayush Jain et al., npj Computational Materials (2025).
https://www.nature.com/articles/s41524-025-01532-6 https://openreview.net/forum?id=bZHxUnv3IY
If you use this code, please use the following citation:
@article{jain2025physics,
title = {A physics-enforced neural network to predict polymer melt viscosity},
author = {Jain, Ayush and \textit{et al.}},
journal = {npj Computational Materials},
year = {2025},
volume = {11},
number = {1},
pages = {32},
doi = {10.1038/s41524-025-01532-6}
}