图神经网络学习资源

Videos

1. 斯坦福224W 图机器学习 https://web.stanford.edu/class/cs224w/

2. 李宏毅 台大 https://blog.csdn.net/qq_39923466/article/details/120038106

3. 来自DeepMind团队 https://www.youtube.com/watch?v=uF53xsT7mjc

Articles

综述

1. Wu, Zonghan, et al. “A comprehensive survey on graph neural networks,” IEEE transactions on neural networks and learning systems, vol. 32, no. 1, pp. 4-24, 2022.
2. Suárez-Varela, José, et al. “Graph neural networks for communication networks: Context, use cases and opportunities,” IEEE network, vol. 37, no. 3, pp. 146-153, 2022.

博客

1. 李沐讲过的一篇博客，不得不说distill的页面交互是真炫啊 https://distill.pub/2021/gnn-intro/
2. 也来自Distill Understanding Convolutions on Graphs
3. 葡萄书 https://datawhalechina.github.io/grape-book/#/docs/01%E4%BB%8B%E7%BB%8D/01%E4%BB%8B%E7%BB%8D
4. 手写公式万岁！ Math Behind Graph Neural Networks - Rishabh Anand
5. https://tkipf.github.io/graph-convolutional-networks/
6. 干饭人，干饭魂，搞懂图神经网络稳饭盆-云社区-华为云

Code

1. Pytorch Geometric https://pytorch-geometric.readthedocs.io/en/latest/get_started/colabs.html