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physics.comp-ph2024
Data-Efficient Construction of High-Fidelity Graph Deep Learning Interatomic Potentials
Tsz Wai Ko, Shyue Ping Ong
Machine learning potentials (MLPs) have become an indispensable tool in large-scale atomistic simulations because of their ability to reproduce ab initio potential energy surfaces…
cond-mat.mtrl-sci2024
Superionic surface Li-ion transport in carbonaceous materials
Jianbin Zhou, Shen Wang, Chaoshan Wu +17
Unlike Li-ion transport in the bulk of carbonaceous materials, little is known about Li-ion diffusion on their surface. In this study, we have discovered an ultra-fast Li-ion trans…