divelab / DIG

A library for graph deep learning research
https://diveintographs.readthedocs.io/
GNU General Public License v3.0
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Heterogeneous GNN #149

Closed yudizhangzyd closed 1 year ago

yudizhangzyd commented 1 year ago

Hi does those explanation methods work for Heterogeneous GNN? Suppose my edges have multiple types, will they be able to identify which type is more critical? Thanks.

Oceanusity commented 1 year ago

Hello, currently the implemented explanation algorithms are applied on homogeneous graph. Therefore, it is a pity that they can't be applied to heterogeneous GNN without modification.

yudizhangzyd commented 1 year ago

Thanks, but the original methods (from the paper) can be used on hetero GNN?

Oceanusity commented 1 year ago

I am not sure whether these explainability methods will work or not since these methods are not designed for hetero GNN. Welcome to provide some insights if you find papers showing these experiments.