Movatterモバイル変換


[0]ホーム

URL:


Skip to content

Navigation Menu

Sign in
Appearance settings

Search code, repositories, users, issues, pull requests...

Provide feedback

We read every piece of feedback, and take your input very seriously.

Saved searches

Use saved searches to filter your results more quickly

Sign up
Appearance settings

List of Geometric GNNs for 3D atomic systems

NotificationsYou must be signed in to change notification settings

AlexDuvalinho/geometric-gnns

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

37 Commits
 
 
 
 
 
 
 
 

Repository files navigation

In this readme, you will find a list of Geometric GNNs for 3D atomic systems, (hopefully) maintained up-to-date by the community.For each method, we include its associated Geometric GNN family, tensor type and body order information. Check out the accompanying paper for more details:A Hitchhiker's Guide to Geometric GNNs for 3D atomic systems.

In the rest of the repository, you will find alist of datasets for Geometric GNNs as well as alist of useful software libraries.

MethodYearFamilyTensor typeBody orderSource
SchNet2017invariantscalar2paper
CGCNN2017invariantscalar2paper
TFN2018equivariantspherical2paper
PhysNet2019invariantscalar2paper
DimeNet2019invariantscalar3paper
MEGnet2019invariantpaper
Cormorant2019equivariantspherical2paper
MXMNet2020invariantscalar3paper
DimeNet++2020invariantscalar3paper
GVP-GNN2020equivariantcartesian3paper
LieTransformer2020equivariantpaper
LieConv2020equivariantpaper
SE3-Transformers2020equivariantsphericalpaper
SpinConv2021invariantsphericalpaper
ForceNet2021unconstrainedscalar2paper
Graphormer2021invariantscalarpaper
SphereNet2021invariantscalar4paper
GemNet2021invariantscalar4paper
ChIRo2021invariantscalarpaper
SEGNN2021equivariantspherical2paper
EGNN2021equivariantcartesian2paper
PaiNN2021equivariantcartesian3paper
NeuquIP2021equivariantspherical2paper
SpookyNet2021invariantscalar2paper
EQGAT2022equivariantcartesian2paper
Torch-MDNet2022equivariantcartesian2paper
GNS2022unconstrainedscalarpaper
GNN-LF2022invariantscalarpaper
GCPNet2022equivariantcartesianpaper
ComENet2022invariantscalar4paper
So3krates2022equivariantcartesian2paper
Equiformer2022equivariantspherical2paper
MACE2022equivariantsphericalManypaper
GemNet-OC2022invariantscalar4paper
ClofNet2022equivariantcartesianpaper
Allegro2022equivariantsphericalManypaper
LEFTNet2023equivariantcartesianpaper
ViSNet-LSRM2023equivariantcartesianpaper
SCN2023unconstrainedsphericalpaper
TensorNet2023equivariantcartesianpaper
eSCN2023equivariantspherical2paper
FAENet2023unconstrainedscalarManypaper

Contact

Authors: Alexandre Duval (alexandre.duval@mila.quebec), Simon V. Mathis (simon.mathis@cl.cam.ac.uk), Chaitanya K. Joshi (chaitanya.joshi@cl.cam.ac.uk), Victor Schmidt (schmidtv@mila.quebec).

We welcome your questions and feedback via email or GitHub Issues.

Citation

@article{duval2023hitchhikers,  title   = {A Hitchhiker's Guide to Geometric GNNs for 3D Atomic Systems},  author  = {Alexandre Duval and Simon V. Mathis and Chaitanya K. Joshi and Victor Schmidt and Santiago Miret and Fragkiskos D. Malliaros and Taco Cohen and Pietro Lio and Yoshua Bengio and Michael Bronstein},  year    = {2023},  journal = {arXiv preprint arXiv: 2312.07511}}

Releases

No releases published

Packages

No packages published

Contributors3

  •  
  •  
  •  

[8]ページ先頭

©2009-2025 Movatter.jp