Are Universal Potentials Ready for Alkali-Ion Battery Kinetics?

Xingyu Guo, Cheng Gui, Zhenbin Wang

Accelerating alkali-ion battery discovery requires accurate modeling of atomic-scale kinetics, yet the reliability of universal machine learning interatomic potentials (uMLIPs) in…