 An E3-equivariant deep learning interatomic potential is introduced for accelerating molecular dynamics simulations. The method obtained state of the art accuracy can faithfully describe dynamics of complex systems with remarkable sample efficiency. This article was authored by Simon Batsner, Albert Musselium, Lyssin Sun, and others.