The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs

Benchmark Model Rank Results
node-classification-on-actorMGNN + Hetero-S (4 layers)#32Accuracy: 35.99
node-classification-on-chameleonJKNet + Hetero-S (8 layers)#18Accuracy: 70.18
node-classification-on-cornellMGNN + Hetero-S (4 layers)#40Accuracy: 68.18
node-classification-on-squirrelJKNet + Hetero-S (8 layers)#19Accuracy: 57.83
node-classification-on-texasMGNN + Hetero-S (8 layers)#1Accuracy: 93.09
node-classification-on-wisconsinMGNN + Hetero-S (6 layers)#6Accuracy: 88.77