Foundation MLIP Families

Foundation MLIP Families

The goal here is not to outline every MLIP architecture but rather to list actively maintained MLIP families that offer several pre-trained foundation models and some infrastructure for model training/fine-tuning.
Model Architecture
Link
UMA
Icon for https://github.com/facebookresearch/fairchem
GitHub - facebookresearch/fairchem: FAIR Chemistry's library of machine learning methods for chemistry
UPET
Icon for https://lab-cosmo.github.io/upet/latest/models.html
Available models - UPET
MACE
Icon for https://github.com/ACEsuit/mace-foundations
GitHub - ACEsuit/mace-foundations: MACE foundation models (MP, OMAT, mh-1)
GRACE
Icon for https://gracemaker.readthedocs.io/en/latest/gracemaker/foundation/
Foundation models - gracemaker
TACE
Icon for https://github.com/xvzemin/tace-foundations
GitHub - xvzemin/tace-foundations: TACE foundational models
SevenNet
Icon for https://sevennet.readthedocs.io/en/latest/user_guide/pretrained.html
Pretrained models — SevenNet 0.13.0 documentation