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Currently,
GNNExplainer
uses the wrong number of hops in the GNNExplainer examples. The default value is equal to the number of message passing layers, but for an n-layerGCN
model, the number of hops is equal to n+1.Increasing
num_hops
by 1 would include too many edges in the explanation.Instead, I excluded the normalization from each
GCNConv
and addedGCNNorm
as a data transformation.