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A Survey of Learning from Graphs with Heterophily

141 5 Updated Feb 28, 2025
Python 6 1 Updated Dec 14, 2022
Python 16 1 Updated Jul 2, 2023
Gherkin 38 9 Updated Dec 1, 2021

A pytorch implementation of H2GCN raised in the paper "Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs".

Python 37 9 Updated Sep 23, 2022

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

258 22 Updated Dec 4, 2024

A dgl implementation of Jumping Knowledge Networks (arXiv 1806.03536)

Python 38 9 Updated Dec 27, 2018

Python package built to ease deep learning on graph, on top of existing DL frameworks.

Python 13,905 3,041 Updated Feb 11, 2025

Pytorch implementation of the Attention-based Graph Neural Network(AGNN)

Python 145 29 Updated Dec 27, 2017

The code of paper "Block Modeling-Guided Graph Convolutional Neural Networks".

Python 33 7 Updated Dec 21, 2021
Python 297 70 Updated Jul 17, 2022

PyTorch_Geometric实现的JK-Nets(Jumping Knowledge Network),其中也包括了baseline的GCN和GAT。数据集使用的「Cora、Citeseer、Pubmed」

Python 14 2 Updated Jan 23, 2021

This is an improvement of baesline on the ogbn-arxiv dataset.

Python 5 1 Updated Feb 23, 2021

Graph Neural Network Library for PyTorch

Python 22,433 3,829 Updated Jun 7, 2025

Paper Lists for Graph Neural Networks

2,260 382 Updated Dec 29, 2023

Measuring and Improving the Use of Graph Information in Graph Neural Networks

Python 82 10 Updated Jul 25, 2024

My implementation of the original GAT paper (Veličković et al.). I've additionally included the playground.py file for visualizing the Cora dataset, GAT embeddings, an attention mechanism, and entr…

Jupyter Notebook 2,552 338 Updated Nov 17, 2022

Code for "Graph Neural Network on Electronic Health Records for Predicting Alzheimer’s Disease"

Python 268 62 Updated Sep 13, 2024

Must-read papers on graph neural networks (GNN)

16,428 3,017 Updated Dec 20, 2023

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

Python 10,203 2,620 Updated Aug 11, 2024

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

Python 26,356 5,445 Updated Nov 20, 2023

A simplified implemention of Faster R-CNN that replicate performance from origin paper

Jupyter Notebook 4,025 1,135 Updated May 15, 2021

This is the PyTorch implementation of VGG network trained on CIFAR10 dataset

Jupyter Notebook 351 116 Updated Apr 30, 2019
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