 An E3-equivariant deep learning intratomic potential is introduced for accelerating molecular dynamic 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 Batzner, Albert Musserlian, Lesin Sun, and others.