What is MACE ?

MACE provides fast and accurate machine learning interatomic potentials with higher order equivariant message passing.

Also available: * [MACE in JAX](, currently about 2x times faster at evaluation, but training is recommended in Pytorch for optimal performances. * [MACE layers]( for constructing higher order equivariant graph neural networks for arbitrary 3D point clouds.