Geom-GCN: Geometric Graph Convolutional Networks

Benchmark Model Rank Results
node-classification-on-actorGeom-GCN-P#43Accuracy: 31.63
node-classification-on-actorGeom-GCN-S#45Accuracy: 30.3
node-classification-on-actorGeom-GCN-I#48Accuracy: 29.09
node-classification-on-chameleonGeom-GCN-P#38Accuracy: 60.9
node-classification-on-chameleonGeom-GCN-I#40Accuracy: 60.31
node-classification-on-chameleonGeom-GCN-S#41Accuracy: 59.96
node-classification-on-chameleon-60-20-20Geom-GCN*#271:1 Accuracy: 60.9
node-classification-on-citeseer-48-32-20Geom-GCN#11:1 Accuracy: 78.02 ± 1.15
node-classification-on-citeseer-60-20-20Geom-GCN*#251:1 Accuracy: 77.99
node-classification-on-cora-48-32-20-fixedGeom-GCN#231:1 Accuracy: 85.35 ± 1.57
node-classification-on-cora-60-20-20-randomGeom-GCN*#261:1 Accuracy: 85.27
node-classification-on-cornellGeom-GCN-P#41Accuracy: 60.81
node-classification-on-cornellGeom-GCN-I#44Accuracy: 56.76
node-classification-on-cornellGeom-GCN-S#45Accuracy: 55.68
node-classification-on-cornell-60-20-20Geom-GCN*#351:1 Accuracy: 60.81
node-classification-on-film-60-20-20-randomGeom-GCN*#331:1 Accuracy: 31.63
node-classification-on-non-homophilicGeom-GCN*#321:1 Accuracy: 60.81
node-classification-on-non-homophilic-1Geom-GCN*#311:1 Accuracy: 64.12
node-classification-on-non-homophilic-10Geom-GCN#251:1 Accuracy: 31.59 ± 1.15
node-classification-on-non-homophilic-11Geom-GCN#261:1 Accuracy: 60.00 ± 2.81
node-classification-on-non-homophilic-12Geom-GCN#261:1 Accuracy: 38.15 ± 0.92
node-classification-on-non-homophilic-2Geom-GCN*#321:1 Accuracy: 67.57
node-classification-on-non-homophilic-4Geom-GCN*#241:1 Accuracy: 60.9
node-classification-on-non-homophilic-7Geom-GCN#251:1 Accuracy: 60.54 ± 3.67
node-classification-on-non-homophilic-8Geom-GCN#241:1 Accuracy: 64.51 ± 3.66
node-classification-on-non-homophilic-9Geom-GCN#241:1 Accuracy: 66.76 ± 2.72
node-classification-on-pubmed-48-32-20-fixedGeom-GCN#21:1 Accuracy: 89.95 ± 0.47
node-classification-on-pubmed-60-20-20-randomGeom-GCN*#161:1 Accuracy: 90.05
node-classification-on-squirrelGeom-GCN-P#37Accuracy: 38.14
node-classification-on-squirrelGeom-GCN-S#39Accuracy: 36.24
node-classification-on-squirrelGeom-GCN-I#41Accuracy: 33.32
node-classification-on-squirrel-60-20-20Geom-GCN*#321:1 Accuracy: 38.14
node-classification-on-texasGeom-GCN-P#43Accuracy: 67.57
node-classification-on-texasGeom-GCN-S#47Accuracy: 59.73
node-classification-on-texasGeom-GCN-I#48Accuracy: 57.58
node-classification-on-texas-60-20-20-randomGeom-GCN*#361:1 Accuracy: 67.57
node-classification-on-wisconsinGeom-GCN-P#45Accuracy: 64.12
node-classification-on-wisconsinGeom-GCN-I#47Accuracy: 58.24
node-classification-on-wisconsinGeom-GCN-S#49Accuracy: 56.67
node-classification-on-wisconsin-60-20-20Geom-GCN*#341:1 Accuracy: 64.12