Author

Jianming Xue

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Preprint Aug 2026

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.

Tian-Cheng Li, Jianming Xue, Linfeng Zhang et al. · 3 citations