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Must-read papers on graph neural networks (GNN)

16,269 3,015 Updated Dec 20, 2023
Jupyter Notebook 3 7 Updated Aug 25, 2024
Jupyter Notebook 28 2 Updated Aug 24, 2023

Code & data accompanying the NeurIPS 2020 paper "Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings".

Python 226 34 Updated Jul 23, 2023

Code for "Graph Structure Learning with Variational Information Bottleneck" published in AAAI 2022

Python 33 10 Updated May 6, 2022

A comprehensive benchmark of Graph Structure Learning (NeurIPS 2023 Datasets and Benchmarks Track)

Python 111 13 Updated Feb 29, 2024

Strategies for Pre-training Graph Neural Networks

Python 990 165 Updated Jul 29, 2023

contrastive decoding

Python 194 13 Updated Nov 14, 2022
Python 25 7 Updated Jul 22, 2022
Python 20 3 Updated Aug 26, 2021
Python 39 5 Updated Jun 3, 2023
Python 45 11 Updated Apr 2, 2023

This repository includes the implementation of CAGCN and the experiments on link prediction/node classification

Python 52 11 Updated May 2, 2023
Python 291 31 Updated Feb 23, 2025

A PyTorch and TorchDrug based deep learning library for drug pair scoring. (KDD 2022)

Python 730 88 Updated Sep 11, 2023

Benchmarks for Graph Machine Learning in Brain Connectomics

Python 28 5 Updated Feb 5, 2025

STAGIN: Spatio-Temporal Attention Graph Isomorphism Network

Python 90 16 Updated Jul 16, 2023