Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation

Benchmark Model Rank Results
graph-classification-on-enzymesGAT-GC (f-Scaled)#30Accuracy: 58.45
graph-classification-on-mutagGAT-GC (f-Scaled)#16Accuracy: 90.44%
graph-classification-on-nci1GAT-GC (f-Scaled)#28Accuracy: 82.28%
graph-classification-on-proteinsGAT-GC (f-Scaled)#32Accuracy: 76.81%
graph-classification-on-re-m5kGAT-GC (f-Scaled)#2Accuracy: 57.22%
graph-classification-on-reddit-bGAT-GC (f-Scaled)#2Accuracy: 92.57