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Eight datasets (including two training datasets, two validation datasets, and four testing datasets) for the publication "Assessing the accuracy of MLIPs in predicting the elemental ordering: a cas…

1 Updated Aug 18, 2024

Training, validation, and testing datasets for the publication "The discrepancies, the extrapolability, and the interpolability of machine learning interatomic potentials on simulating atomic dynam…

6 1 Updated Aug 18, 2024

Test interatomic potential by Benchmarking with several physical properties using LAMMPS

Python 3 4 Updated Jul 5, 2024

I-ReaxFF: stand for Intelligent-Reactive Force Field

Python 29 9 Updated Oct 6, 2024

A collection of tools and databases for atomistic machine learning

46 11 Updated Jun 13, 2021

NequIP is a code for building E(3)-equivariant interatomic potentials

Python 613 135 Updated Oct 6, 2024

Ab initio simulator for thermal transport and lattice anharmonicity

C++ 137 54 Updated Sep 2, 2024

Phonon code

Python 349 218 Updated Oct 8, 2024

A grain boundary generation code

Python 55 34 Updated Sep 12, 2023

Interface aenet with the Tinker molecular dynamics software

Jupyter Notebook 2 Updated Aug 16, 2021

Python interface for aenet

Python 2 2 Updated Feb 2, 2024

Graph deep learning library for materials

Python 259 60 Updated Oct 8, 2024

Materials graph network with 3-body interactions featuring a DFT surrogate crystal relaxer and a state-of-the-art property predictor.

Python 234 60 Updated Oct 7, 2024

ænet-PyTorch: a GPU-supported implementation for machine learning atomic potentials training

Fortran 11 3 Updated Mar 18, 2024

Public development project of the LAMMPS MD software package

C++ 2,205 1,707 Updated Oct 7, 2024