Edge Directionality Improves Learning on Heterophilic Graphs

Benchmark Model Rank Results
node-classification-on-arxiv-yearDir-GNN#3Accuracy: 64.08±0.26
node-classification-on-chameleonDir-GNN#3Accuracy: 79.71±1.26
node-classification-on-non-homophilic-11Dir-GNN#21:1 Accuracy: 79.71±1.26
node-classification-on-non-homophilic-12Dir-GNN#21:1 Accuracy: 75.31±1.92
node-classification-on-squirrelDir-GNN#3Accuracy: 75.31±1.92