Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages

Benchmark Model Rank Results
node-classification-on-amazon-computers-1LinkDist#9Accuracy: 89.49%
node-classification-on-amazon-computers-1LinkDistMLP#10Accuracy: 89.44%
node-classification-on-amazon-computers-1CoLinkDist#11Accuracy: 89.42%
node-classification-on-amazon-computers-1CoLinkDistMLP#12Accuracy: 88.85%
node-classification-on-amazon-photo-1CoLinkDist#8Accuracy: 94.36%
node-classification-on-amazon-photo-1CoLinkDistMLP#9Accuracy: 94.12%
node-classification-on-amazon-photo-1LinkDistMLP#10Accuracy: 93.83%
node-classification-on-amazon-photo-1LinkDist#11Accuracy: 93.75%
node-classification-on-citeseerCoLinkDist#11Accuracy: 75.79%
node-classification-on-citeseerCoLinkDistMLP#12Accuracy: 75.77%
node-classification-on-citeseerLinkDistMLP#16Accuracy: 75.25%
node-classification-on-citeseerLinkDist#18Accuracy: 74.72%
node-classification-on-citeseer-with-publicCoLinkDistMLP#28Accuracy: 70.96%
node-classification-on-citeseer-with-publicCoLinkDist#29Accuracy: 70.79%
node-classification-on-citeseer-with-publicLinkDist#30Accuracy: 70.27%
node-classification-on-citeseer-with-publicLinkDistMLP#31Accuracy: 70.26%
node-classification-on-coauthor-csCoLinkDist#6Accuracy: 95.80%
node-classification-on-coauthor-csCoLinkDistMLP#7Accuracy: 95.74%
node-classification-on-coauthor-csLinkDistMLP#9Accuracy: 95.68%
node-classification-on-coauthor-csLinkDist#11Accuracy: 95.66%
node-classification-on-coauthor-physicsCoLinkDist#5Accuracy: 97.05%
node-classification-on-coauthor-physicsLinkDistMLP#8Accuracy: 96.91%
node-classification-on-coauthor-physicsCoLinkDistMLP#10Accuracy: 96.87%
node-classification-on-coauthor-physicsLinkDist#11Accuracy: 96.87%
node-classification-on-coraLinkDist#6Accuracy: 88.24%
node-classification-on-coraCoLinkDist#7Accuracy: 87.89%
node-classification-on-coraLinkDistMLP#9Accuracy: 87.58%
node-classification-on-coraCoLinkDistMLP#10Accuracy: 87.54%
node-classification-on-cora-fullCoLinkDist#2Accuracy: 70.32%
node-classification-on-cora-fullLinkDist#3Accuracy: 69.87%
node-classification-on-cora-fullCoLinkDistMLP#4Accuracy: 69.83%
node-classification-on-cora-fullLinkDistMLP#5Accuracy: 69.53%
node-classification-on-cora-full-with-publicCoLinkDist#1Accuracy: 57.05%
node-classification-on-cora-full-with-publicLinkDist#2Accuracy: 55.87%
node-classification-on-cora-full-with-publicCoLinkDistMLP#3Accuracy: 53.43%
node-classification-on-cora-full-with-publicLinkDistMLP#4Accuracy: 51.78%
node-classification-on-cora-with-public-splitCoLinkDist#26Accuracy: 81.39%
node-classification-on-cora-with-public-splitCoLinkDistMLP#27Accuracy: 81.19%
node-classification-on-cora-with-public-splitLinkDist#28Accuracy: 81.05%
node-classification-on-cora-with-public-splitLinkDistMLP#29Accuracy: 80.79%
node-classification-on-pubmedCoLinkDist#4Accuracy: 89.58%
node-classification-on-pubmedCoLinkDistMLP#5Accuracy: 89.53%
node-classification-on-pubmedLinkDist#9Accuracy: 88.86%
node-classification-on-pubmedLinkDistMLP#10Accuracy: 88.79%
node-classification-on-pubmed-with-publicCoLinkDist#32Accuracy: 75.64%
node-classification-on-pubmed-with-publicCoLinkDistMLP#33Accuracy: 75.41%
node-classification-on-pubmed-with-publicLinkDist#34Accuracy: 74.06%
node-classification-on-pubmed-with-publicLinkDistMLP#35Accuracy: 72.41%
node-property-prediction-on-ogbn-arxivCoLinkDistMLP#72Test Accuracy: 0.5638 ± 0.0016Ext. data: No
node-property-prediction-on-ogbn-magCoLinkDistMLP#33Test Accuracy: 0.2761 ± 0.0018Ext. data: No
node-property-prediction-on-ogbn-productsCoLinkDistMLP#55Test Accuracy: 0.6259 ± 0.0010Ext. data: No