calphy
A Python library and command line interface for automated free energy calculations
https://github.com/mir-group/allegro
Allegro is an open-source code for building highly scalable and accurate equivariant deep learning interatomic potentials
best-of-atomistic-machine-learning
🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.
https://github.com/uf3/uf3
UF3: a python library for generating ultra-fast interatomic potentials
https://github.com/sekocha/pypolymlp
Generator of polynomial machine learning potentials
https://github.com/apax-hub/apax
A flexible and performant framework for training machine learning potentials.
https://github.com/seixasgroup/carcara
Towards Explainable, Scalable, and Accurate Machine-Learned Interatomic Potentials
https://github.com/atomicarchitects/equiformer
[ICLR 2023 Spotlight] Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs
https://github.com/atomicarchitects/equiformer_v2
[ICLR 2024] EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations
mlip-arena
Fair and transparent benchmark of machine learning interatomic potentials (MLIPs), beyond basic error metrics https://openreview.net/forum?id=ysKfIavYQE
muse-xtal
A python package for fast building amorphous solids and liquid mixtures from @materialsproject computed structures and machine learning interatomic potentials