Jianming Xue

Universal Machine-learning Molecular Dynamics at the Speed of Empirical Potentials

DPA4C is introduced, an equivariant potential whose architecture and compressed CUDA operators are co-designed under deployment constraints to pursue accuracy and efficiency together and brings quantum-trained universal accuracy into a regime of speed and system size previously associated with empirical potentials.