Towards universal neural network interatomic potential

• Universal interatomic potential for modeling chemically and structurally complex systems. • Tensorial message passing in equivariant graph convolutional network. • Iterative construction of a diverse and broad training dataset. • User-friendly atomistic simulation platform Matlantis™ powered by universal interatomic potential for 72 elements.