Support more explainability of GNN methods

dmlc / dgl

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

http://dgl.ai

Apache License 2.0

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Support more explainability of GNN methods #4476

Open yudizhangzyd opened 2 years ago

yudizhangzyd commented 2 years ago

🚀 Support more explainability of GNN methods

Motivation

More and more methods have been developed, such as XGNN, GradCAM, and SubgraphX. Some of them perform better than GNNExplainer, and some of them have more features. It would be great if users can have more options and compare the methods. Thanks.

frozenbugs commented 2 years ago

Thank you for your suggestion, we heard your voice and will take a look at how we can support the use cases. Meanwhile, DGL as an open source project also highly welcomes contributions from everyone directly.

BarclayII commented 2 years ago

If you have any particular priorities (i.e. recommend one over another) please let us know as well.

yudizhangzyd commented 2 years ago

SubgraphX would be my priority, thanks.