materials science 4 machine learning 3 molecular dynamics 3 ASE 2 LAMMPS 2 materials 2 VASP 2 semiconductor 1 ramdom-structure-generation 1 python 1 machine-learning 1 mace 1 computational-chemistry 1 chgnet 1 ase 1 amorphous-materials 1 DFT 1 materials-science 1 ACE 1 SevenNet 1 solid-state electrolytes 1 ionic conductors 1 thermodynamic stability 1 convex hull 1 phonons 1 machine learning interatomic potentials 1 active learning 1 machine learning potential 1 NEB 1 surface science 1 atomic simulation 1 atomistic simulation 1 machine-learned interatomic potentials 1 GPUMD 1 interatomic potentials 1 NequIP 1 Allegro 1 CACE 1 AIMNet2 1 SchNet 1 PaiNN 1 3D steerable CNN 1 PhysNet 1 ANI 1 ReaxFF 1 OPLS 1 pytorch 1 convolutional-neural-networks 1 dense-neural-networks 1 force-fields 1 graph-neural-networks 1 machine-learning-interatomic-potentials 1 mlip 1 molecules 1 neural-networks 1 semi-empirical-quantum-mechanics 1 force field 1 amorphous 1 molecular-dynamics 1 melt-quench 1 MLIP 1 CHGNet 1