Accelerated prediction of dielectric functions in solar cell materials with graph neural networks

Caden Ginter, Kamal Choudhary, Subhasish Mandal

We present an atomistic line graph neural network (ALIGNN) model for predicting dielectric functions directly from crystal structures. Trained on $\sim$7000 dielectric functions fr…