heterophily
There are 12 repositories under heterophily topic.
alexfanjn/Graph-Neural-Networks-With-Heterophily
This repository contains the resources on graph neural network (GNN) considering heterophily.
GemsLab/H2GCN
Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)
emalgorithm/directed-graph-neural-network
Dir-GNN is a machine learning model that enables learning on directed graphs.
SitaoLuan/ACM-GNN
NeurIPS 2022, Revisiting Heterophily For Graph Neural Networks, official PyTorch implementation for Adaptive Channel Mixing (ACM) GNN framework
gongchenghua/Awesome-Survey-Graphs-with-Heterophily
A Survey of Learning from Graphs with Heterophily
tk-rusch/gradientgating
Gradient gating (ICLR 2023)
tengxiao1/Awesome-Graph-Contrastive-Learning-with-Heterophily
Papers about Graph Contrastive Learning and Graph Self-supervised Learning on Graphs with Heterophily
Xzh0u/GBK-GNN
Code for GBK-GNN (paper accepted by WWW2022)
GemsLab/HeteRobust
How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications (KDD'22)
SmartData-Polito/GCNH
Implementation of GCNH, a GNN for heterophilous graphs described in the paper "GCNH: A Simple Method For Representation Learning On Heterophilous Graphs", IJCNN 2023
DSep/Virtual-Nodes
Neighbourhood standardization as a means to improve GNN performance heterophilic datasets.
Udom-L/Homophily-on-human-network
Homophily on Human Interaction via. Stochastic Block Model network representing the likelihood of gathering of homophily people contributing to human connection with common likeliness by social status.