Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures

Benchmark Model Rank Results
node-classification-on-amazon-computers-1CGT#7Accuracy: 91.45±0.58
node-classification-on-amz-photoCGT#2Accuracy: 95.73±0.84
node-classification-on-citeseerCGT#5Accuracy: 76.59±0.98
node-classification-on-coraCGT#12Accuracy: 87.10±1.53
node-classification-on-pubmedCGT#13Accuracy: 86.86±0.12
node-classification-on-wiki-csCGT#1Accuracy: 84.61±0.53