GNN.md

Graph Neural Networks

Introductions

• 10行代码搞定图Transformer，图神经网络框架DGL迎来1.0版本(机器之心-20230307)
• 一文读懂图神经网络(哈工大SCIR-20201130)
• GNN教程：图神经网络“开山之作”！(Datawhale-20201112)
• 【ISOLABS】最新《图神经网络实用指南》2020论文，28页pdf（专知-20201017）
• 【长文综述】基于图神经网络的知识图谱研究进展(北邮GAMMA LAB-20200823)
• 长文详解图神经网络(深度学习自然语言处理-20200817)

Surveys

• AlphaTree-graphic-deep-neural-network(by gingo)
• Graph-Neural-Network-Review(by Tianlong Wu)
• Must-read papers on GNN(by THUNLP)
• Graph-neural-networks(by Seongok Ryu)
• awesome-graph-explainability-papers
• GNN4NLP-Papers

Tools & Libraries

• Deep Graph Library(DGL, MXNet, by Distributed (Deep) Machine Learning Community)
• PyTorch Geometric(PyG, PyTorch, by Matthias Fey) and its document
• NetworkX(code): a python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks.

awesome-self-supervised-gnn

• link: https://github.com/ChandlerBang/awesome-self-supervised-gnn

awesome-graph-self-supervised-learning

• link: https://github.com/LirongWu/awesome-graph-self-supervised-learning

Other Tools

• Graph Neural Networks (GNNs) Study Guide
• Graph Data Augmentation (GraphDA) for Deep Graph Learning
• AttentionPathExplainer(APE, by qjf42) and its blog
• Graph4NLP by Graph4AI
• GNN-algorithms: 图神经网络相关算法详述及实现教程。