The table below shows a list of published neuroevolution potential (NEP) models. The entries in the first column are linked to NEP model files in nep.txt format.

The second column links to the publication in which the respective model has been constructed and that should be cited when using this model. Please also refer to the original publication for supporting information, which is typically provided on zenodo and includes, e.g., reference data and supporting scripts.

The third column contains links to structure files that represent typical structures associated with this model. These structures can, e.g., be used for testing the model file. This can be done with ease using the calorine package as follows:

from ase.io import read
from calorine.calculators import CPUNEP
calculator = CPUNEP('nep.txt')
structure = read('structure.xyz')
structure.calc = calculator
print(structure.get_potential_energy())
Model Publication Structures
energy model for water Xu et al. (2024)Permalink
dipole moment model for water (TNEP) Xu et al. (2024)Permalink
susceptibility model for water (TNEP) Xu et al. (2024)Permalink
energy model for PTAF- Xu et al. (2024)Permalink
dipole moment model for PTAF- (TNEP) Xu et al. (2024)Permalink
energy model for BaZrO3 Xu et al. (2024)Permalink
susceptibility model for BaZrO3 (TNEP) Xu et al. (2024)Permalink
BaZrO3 based on CX Fransson et al. (2024)Permalink Permalink
BN based on vdW-DF-cx Eriksson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
C based on vdW-DF-cx Eriksson et al. (2023)Permalink PermalinkPermalink
C based on SCAN Eriksson et al. (2023)Permalink PermalinkPermalink
C based on PBE+D3 Eriksson et al. (2023)Permalink PermalinkPermalink
MoS2 based on vdW-DF-cx Eriksson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
UNEP-v1 model without ZBL Song et al. (2023)Permalink
UNEP-v1 model with ZBL Song et al. (2023)Permalink
MAPbI3 based on SCAN Fransson et al. (2023)Permalink PermalinkPermalinkPermalink
CsPbCl3 based on vdW-DF-cx Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbCl3 based on SCAN Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbBr3 based on vdW-DF-cx Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbBr3 based on SCAN Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on vdW-DF-cx Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on SCAN Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on SCAN+rVV10 Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on PBE Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on PBE+D3 Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on PBEsol Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbI3 based on LDA Fransson et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalink
CsPbBr3 based on SCAN Fransson et al. (2023)Permalink
CsSnCl3 based on vdW-DF-cx Wiktor et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalinkPermalink
CsSnBr3 based on vdW-DF-cx Wiktor et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalinkPermalink
CsSnI3 based on vdW-DF-cx Wiktor et al. (2023)Permalink PermalinkPermalinkPermalinkPermalinkPermalinkPermalink