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Graph-Neural-Networks-With-Heterophily alexfanjn

21

225

gpl-3.0

7

This repository contains the resources on graph neural network (GNN) considering heterophily.

awesome datasets homophily graph-data heterophily graph-neural-networks

Created 2021-12-06

115 commits to main branch, last one 2 months ago

H2GCN GemsLab

16

97

unknown

4

Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)

graphs signac heterophily neurips-2020 node-classification graph-neural-networks

Created 2020-10-16

9 commits to master branch, last one 2 years ago

Papers-Graphs-with-Heterophily gongchenghua

5

89

unknown

1

A Survey of Learning from Graphs with Heterophily

gnns survey heterophily gnn-learning deep-learning contrastive-learning self-supervised-learning

Created 2023-12-19

78 commits to main branch, last one about a month ago

directed-graph-neural-network emalgorithm

4

76

mit

4

Dir-GNN is a machine learning model that enables learning on directed graphs.

graphs heterophily deep-learning directed-graphs machine-learning graph-neural-networks

Created 2023-05-25

5 commits to main branch, last one about a year ago

ACM-GNN SitaoLuan

8

74

mit

7

NeurIPS 2022, Revisiting Heterophily For Graph Neural Networks, official PyTorch implementation for Adaptive Channel Mixing (ACM) GNN framework

graph pytorch homophily filterbank heterophily graph-neural-networks geometric-deep-learning graph-convolutional-networks graph-representation-learning

Created 2022-11-21

9 commits to main branch, last one 2 days ago

gradientgating tk-rusch

4

52

mit

2

Gradient gating (ICLR 2023)

gat gcn iclr pytorch iclr2023 graphsage heterophily oversmoothing message-passing pytorch-geometric graph-neural-networks

Created 2022-10-03

16 commits to main branch, last one about a year ago

Awesome-Graph-Contrastive-Learning-with-Heterophily tengxiao1

2

33

unknown

1

Papers about Graph Contrastive Learning and Graph Self-supervised Learning on Graphs with Heterophily

heterophily heterophily-graph contrastive-learning self-supervised-learning graph-contrastive-learning graph-self-supervised-learning

Created 2023-11-02

19 commits to main branch, last one about a year ago