Crystal Graph Neural Networks

Tutorial on OQMD data retrieval using OPTIMADE and building an ML model

A Continuous Kernel Message Passing Neural Network (MPNN) utilizing Dynamic Filter Generation to explicitly model continuous interatomic distances. Achieves accuracy (R^2 > 0.9) on the OQMD database for predicting quantum properties, offering a 10^6x speedup over DFT simulations.