Examining graph neural networks for crystal structures: limitations and opportunities for capturing periodicity

Sheng Gong, Tian Xie, Yang Shao-Horn +2

Historically, materials informatics has relied on human-designed descriptors of materials structures. In recent years, graph neural networks (GNNs) have been proposed for learning…