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

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

cond-mat.str-el2026

Systematic dynamical mean-field theory study of 3d perovskite oxides with uniform Coulomb interactions

Antik Sihi, Caden Ginter, Kristjan Haule +1

Strongly correlated transition-metal perovskite oxides pose a fundamental challenge for electronic-structure theory and for large-scale, data-driven materials discovery. While DFT+…

cond-mat.mtrl-sci2025★ 1 cited

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 7000 dielectric functions fr…