Alexander P. Ryzhov

Machine learning prediction of electronic density of states using Lorentzian basis expansion

In this work we propose an approach for fast and reliable prediction of electronic density of states (DOS), which provides valuable information about physical properties of crystals and particularly important for discovery and screening of new materials. Presented method is based on graph neural networks (GNN) and repr...