Adaptive Universal Generalized PageRank Graph Neural Network

Benchmark Model Rank Results
node-classification-on-actorGPRGCN#36Accuracy: 35.16 ± 0.9
node-classification-on-chameleonGPRGCN#37Accuracy: 62.59 ± 2.04
node-classification-on-chameleon-60-20-20GPRGNN#131:1 Accuracy: 67.48 ± 0.40
node-classification-on-citeseer-48-32-20GPRGCN#111:1 Accuracy: 77.13 ± 1.67
node-classification-on-citeseer-60-20-20GPRGNN#301:1 Accuracy: 67.63 ± 0.38
node-classification-on-cora-48-32-20-fixedGPRGCN#131:1 Accuracy: 87.95 ± 1.18
node-classification-on-cora-60-20-20-randomGPRGNN#281:1 Accuracy: 79.51 ± 0.36
node-classification-on-cornellGPRGCN#31Accuracy: 78.11 ± 6.55
node-classification-on-cornell-60-20-20GPRGNN#171:1 Accuracy: 91.36 ± 0.70
node-classification-on-film-60-20-20-randomGPRGNN#201:1 Accuracy: 39.30 ± 0.27
node-classification-on-geniusGPRGCN#12Accuracy: 90.05 ± 0.31
node-classification-on-non-homophilicGPRGNN#171:1 Accuracy: 91.36 ± 0.70
node-classification-on-non-homophilicMLP-2#181:1 Accuracy: 91.30 ± 0.70
node-classification-on-non-homophilic-1GPRGNN#151:1 Accuracy: 93.75 ± 2.37
node-classification-on-non-homophilic-11GPRGCN#231:1 Accuracy: 62.59 ± 2.04
node-classification-on-non-homophilic-12GPRGCN#211:1 Accuracy: 46.31 ± 2.46
node-classification-on-non-homophilic-13GPRGCN#151:1 Accuracy: 81.38 ± 0.16
node-classification-on-non-homophilic-14GPRGCN#141:1 Accuracy: 90.05 ± 0.31
node-classification-on-non-homophilic-15GPRGCN#211:1 Accuracy: 61.89 ± 0.29
node-classification-on-non-homophilic-2GPRGNN#141:1 Accuracy: 92.92 ± 0.61
node-classification-on-non-homophilic-2MLP-2#161:1 Accuracy: 92.26 ± 0.71
node-classification-on-non-homophilic-4GPRGNN#121:1 Accuracy: 67.48 ± 0.40
node-classification-on-non-homophilic-6GPRGNN#91:1 Accuracy: 66.90±0.50
node-classification-on-non-homophilic-7GPRGCN#201:1 Accuracy: 78.11 ± 6.55
node-classification-on-non-homophilic-8GPRGCN#191:1 Accuracy: 82.55 ± 6.23
node-classification-on-non-homophilic-9GPRGCN#191:1 Accuracy: 81.35 ± 5.32
node-classification-on-penn94GPRGCN#20Accuracy: 81.38 ± 0.16
node-classification-on-pubmed-48-32-20-fixedGPRGCN#241:1 Accuracy: 87.54 ± 0.38
node-classification-on-pubmed-60-20-20-randomGPRGNN#341:1 Accuracy: 85.07 ± 0.09
node-classification-on-squirrelGPRGCN#31Accuracy: 46.31 ± 2.46
node-classification-on-squirrel-60-20-20GPRGNN#141:1 Accuracy: 49.93 ± 0.53
node-classification-on-texasGPRGCN#35Accuracy: 81.35 ± 5.32
node-classification-on-texas-60-20-20-randomGPRGNN#151:1 Accuracy: 92.92 ± 0.61
node-classification-on-wisconsinGPRGCN#36Accuracy: 82.55 ± 6.23
node-classification-on-wisconsin-60-20-20GPRGNN#151:1 Accuracy: 93.75 ± 2.37