https://github.com/animesh/signnet-basisnet

Science Score: 10.0%

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Host: GitHub
Owner: animesh
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Fork of cptq/SignNet-BasisNet

Created about 4 years ago · Last pushed over 4 years ago

https://github.com/animesh/SignNet-BasisNet/blob/main/

# Sign and Basis Invariant Networks for Spectral Graph Representation Learning
By Derek Lim*, Joshua Robinson*, Lingxiao Zhao, Tess Smidt, Suvrit Sra, Haggai Maron, Stefanie Jegelka.  
[[arXiv](https://arxiv.org/abs/2202.13013)] [[pdf](https://arxiv.org/pdf/2202.13013.pdf)]

Codebase for neural networks (SignNet and BasisNet) and experiments in the paper.

![Symmetries of eigenvectors](LPE_symmetries.png)

`GraphPrediction` contains the experiments for graph-level regression on ZINC.

`LearningFilters` contains the spectral graph convolution experiments.

**Coming Soon:** More experiments and implementations of our models! This repo and our paper are still a work in progress.

Owner

Name: Ani
Login: animesh
Kind: user
Location: Norway
Company: Norwegian University of Science and Technology

Website: https://www.fuzzylife.org
Twitter: animesh1977
Repositories: 749
Profile: https://github.com/animesh

A medical graduate from Delhi University with post-graduation in bioinformatics from Jawaharlal Nehru University, India.

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