Truncated automatic sparse differentiation for machine learning interatomic potentials

Marcel F. Langer, Adrian Hill, Michele Ceriotti

Machine learning interatomic potentials (MLIPs) learn the mapping from atomic positions to potential energy. The forces, the negative gradient of this energy, drive molecular dynam…