Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods

Benchmark Model Rank Results
node-classification-on-actorLINKX#30Accuracy: 36.10 ± 1.55
node-classification-on-arxiv-yearLINKX#6Accuracy: 56.00±1.34
node-classification-on-chameleonLINKX#28Accuracy: 68.42 ± 1.38
node-classification-on-citeseer-48-32-20LINKX#251:1 Accuracy: 73.19 ± 0.99
node-classification-on-cora-48-32-20-fixedLINKX#241:1 Accuracy: 84.64 ± 1.13
node-classification-on-cornellLINKX#34Accuracy: 77.84 ± 5.81
node-classification-on-geniusLINKX#8Accuracy: 90.77 ± 0.27
node-classification-on-non-homophilic-10LINKX#171:1 Accuracy: 36.10 ± 1.55
node-classification-on-non-homophilic-11LINKX#161:1 Accuracy: 68.42 ± 1.38
node-classification-on-non-homophilic-12LINKX#91:1 Accuracy: 61.81 ± 1.80
node-classification-on-non-homophilic-13LINKX#71:1 Accuracy: 84.71 ± 0.52
node-classification-on-non-homophilic-13GCNJK#131:1 Accuracy: 81.63 ± 0.54
node-classification-on-non-homophilic-13LINK#171:1 Accuracy: 80.79 ± 0.49
node-classification-on-non-homophilic-13GATJK#181:1 Accuracy: 80.69 ± 0.36
node-classification-on-non-homophilic-13L Prop 2-hop#251:1 Accuracy: 74.13 ± 0.46
node-classification-on-non-homophilic-13L Prop 1-hop#281:1 Accuracy: 63.21 ± 0.39
node-classification-on-non-homophilic-14LINKX#101:1 Accuracy: 90.77 ± 0.27
node-classification-on-non-homophilic-14GCNJK#151:1 Accuracy: 89.30 ± 0.19
node-classification-on-non-homophilic-14MLP#171:1 Accuracy: 86.68 ± 0.09
node-classification-on-non-homophilic-14LINK#231:1 Accuracy: 73.56 ± 0.14
node-classification-on-non-homophilic-14L Prop 2-hop#241:1 Accuracy: 67.04 ± 0.20
node-classification-on-non-homophilic-14L Prop 1-hop#251:1 Accuracy: 66.02 ± 0.16
node-classification-on-non-homophilic-14GATJK#261:1 Accuracy: 56.70 ± 2.07
node-classification-on-non-homophilic-15LINKX#61:1 Accuracy: 66.06 ± 0.19
node-classification-on-non-homophilic-15LINK#131:1 Accuracy: 64.85 ± 0.21
node-classification-on-non-homophilic-15L Prop 2-hop#151:1 Accuracy: 63.88 ± 0.24
node-classification-on-non-homophilic-15GCNJK#171:1 Accuracy: 63.45 ± 0.22
node-classification-on-non-homophilic-15L Prop 1-hop#191:1 Accuracy: 62.77 ± 0.24
node-classification-on-non-homophilic-15MLP#231:1 Accuracy: 60.92 ± 0.07
node-classification-on-non-homophilic-15GATJK#241:1 Accuracy: 59.98 ± 2.87
node-classification-on-non-homophilic-7LINKX#221:1 Accuracy: 77.84 ± 5.81
node-classification-on-non-homophilic-8LINKX#231:1 Accuracy: 75.49 ± 5.72
node-classification-on-non-homophilic-9LINKX#231:1 Accuracy: 74.60 ± 8.37
node-classification-on-penn94LINKX#11Accuracy: 84.71 ± 0.52
node-classification-on-pokecLINKX#6Accuracy: 82.04±0.07
node-classification-on-pubmed-48-32-20-fixedLINKX#231:1 Accuracy: 87.86 ± 0.77
node-classification-on-squirrelLINKX#15Accuracy: 61.81 ± 1.80
node-classification-on-texasLINKX#41Accuracy: 74.60 ± 8.37
node-classification-on-wisconsinLINKX#43Accuracy: 75.49 ± 5.72