Band-gap regression with architecture-optimized message-passing neural networks

Tim Bechtel, Daniel T. Speckhard, Jonathan Godwin +1

Graph-based neural networks and, specifically, message-passing neural networks (MPNNs) have shown great potential in predicting physical properties of solids. In this work, we trai…