Garden's Almanac of Matter Models

materials

Materials Project Trajectories

Deng, Persson, et al. (CHGNet) · 2023


Constitution

Full nameMaterials Project Trajectories
CuratorDeng, Persson, et al. (CHGNet)
Size~1.6M VASP relaxation frames extracted from Materials Project
DFT levelPBE; PBE+U for select TMs; VASP
Released2023
LicenseCC-BY 4.0
DOIhttps://doi.org/10.1038/s42256-023-00716-3
Primary paperDeng et al., CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling, Nat. Mach. Intell. 5:1031 (2023).

Models trained on MPTrj

Model
CHGNet
EquiformerV2
eSEN
MACE-MP-0
Orb-v2