interatomic-potentials topic

List interatomic-potentials repositories

nequip

539
Stars
122
Forks
Watchers

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

allegro

288
Stars
42
Forks
Watchers

Allegro is an open-source code for building highly scalable and accurate equivariant deep learning interatomic potentials

PotentialLearning.jl

18
Stars
9
Forks
Watchers

An open source Julia library for active learning of interatomic potentials in atomistic simulations of materials. It incorporates elements of bayesian inference, machine learning, differentiable progr...

best-of-atomistic-machine-learning

253
Stars
19
Forks
Watchers

🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.

uf3

56
Stars
20
Forks
Watchers

UF3: a python library for generating ultra-fast interatomic potentials

calphy

57
Stars
19
Forks
Watchers

A Python library and command line interface for automated free energy calculations

FLAME

25
Stars
5
Forks
Watchers

FLAME: a library for atomistic modeling environments

equiformer

177
Stars
34
Forks
Watchers

[ICLR'23 Spotlight] Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs

equiformer_v2

153
Stars
21
Forks
Watchers

[ICLR'24] EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations