A GCN variant that injects two classic topology heuristics, common neighbors and degree heterogeneity, into the convolution weights achieves modest AUC gains over plain GCN on nine datasets.
Link prediction for tree-like networks
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Triadic Closure-Heterogeneity-Harmony GCN for Link Prediction
A GCN variant that injects two classic topology heuristics, common neighbors and degree heterogeneity, into the convolution weights achieves modest AUC gains over plain GCN on nine datasets.