# GNN-algorithms

**Repository Path**: tize/GNN-algorithms

## Basic Information

- **Project Name**: GNN-algorithms
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 0
- **Created**: 2021-03-27
- **Last Updated**: 2023-08-25

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# GNN-algorithms
图神经网络相关算法详述及实现教程。

受到**pytorch_geometric**的启发，我们开发了基于Tensorflow的GNN库:[tf_geometric](https://github.com/CrawlScript/tf_geometric)，其中集成了高效且对科研工作者友好的GNN模型。GNN-algorighms则是基于tf_geometric对近几年如火如荼的图神经模型进行详述以及手把手教大家实现GNN模型的教程。

### 目录

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1. [图卷积网络的前世今生](https://github.com/wangyouze/GNN-algorithms/tree/master/GCN%E7%9A%84%E5%89%8D%E4%B8%96%E4%BB%8A%E7%94%9F)
2. [切比雪夫显神威—ChebyNet](https://github.com/wangyouze/GNN-algorithms/tree/master/ChebyNet-%E5%88%87%E6%AF%94%E9%9B%AA%E5%A4%AB%E5%A4%9A%E9%A1%B9%E5%BC%8F%E8%BF%91%E4%BC%BC%E5%9B%BE%E5%8D%B7%E7%A7%AF%E6%A0%B8)
3. [删繁就简GCN—SGC](https://github.com/wangyouze/GNN-algorithms/tree/master/SGC-%E7%AE%80%E5%8C%96GCN)
4. [多核卷积拓扑图—TAGCN](https://github.com/wangyouze/GNN-algorithms/tree/master/TAGCN-%E9%83%A8%E5%88%86%E8%BF%98%E5%8E%9FGCN%E5%AF%B9%E5%8D%B7%E7%A7%AF%E6%A0%B8%E7%9A%84%E7%AE%80%E5%8C%96)
5. [归纳学习采样聚合—GraphSAGE](https://github.com/wangyouze/GNN-algorithms/tree/master/GraphSAGE-%E5%AD%A6%E4%B9%A0%E8%81%9A%E5%90%88%E5%87%BD%E6%95%B0)
6. [多头注意聚合信息—GAT](https://github.com/wangyouze/GNN-algorithms/tree/master/GAT-%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6%E5%9C%A8%E5%9B%BE%E4%B8%8A%E7%9A%84%E5%BA%94%E7%94%A8)
7. [How Powerful Are Graph Neural Networks—GIN](https://github.com/wangyouze/GNN-algorithms/tree/master/ChebyNet-%E5%88%87%E6%AF%94%E9%9B%AA%E5%A4%AB%E5%A4%9A%E9%A1%B9%E5%BC%8F%E8%BF%91%E4%BC%BC%E5%9B%BE%E5%8D%B7%E7%A7%AF%E6%A0%B8)
8. [无监督学习图表示—GAE](https://github.com/CrawlScript/TensorFlow-GAE-Tutorial)





***

本人才疏学浅，如教程有任何不妥或者错误之处，欢迎扫描下方的二维码加群或者开issue讨论。同时本群也欢迎志同道合之士加群共同探讨图神经网络。AI恒久远，GNN永流传。（由于GNN-algorithms交流群人数已经超过200人，只能通过邀请进群，有意者请扫码加我微信，邀你进群）

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    <img src="wangyouze.jpg" width = "200" height = "" alt="" />