Long-range machine-learning potentials with environment-dependent charges enable predicting LO-TO splitting and dielectric constants

We present two models with explicit long-range electrostatics in the form of Coulomb interactions. Both models include point charges depending on their local atomic environments, and the second model also conserves a total charge of an atomic system. We combine the proposed long-range models with lo