Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity

Benchmark Model Rank Results
graph-classification-on-enzymesUGT#18Accuracy: 67.22±3.92
graph-classification-on-nci1UGT#38Accuracy: 77.55 ±0.16%
graph-classification-on-nci109UGT#21Accuracy: 75.45±1.26
graph-classification-on-proteinsUGT#10Accuracy: 80.12 ±0.32
node-classification-on-brazil-air-trafficUGT#1Accuracy: 0.8 ± 0.05
node-classification-on-chameleonUGT#22Accuracy: 69.78 ±3.21
node-classification-on-citeseerUGT#9Accuracy: 76.08±2.5
node-classification-on-coraUGT#3Accuracy: 88.74±0.6%
node-classification-on-cornellUGT#38Accuracy: 70.0 ±4.44
node-classification-on-europe-air-trafficUGT#1Accuracy: 56.92 ±6.36
node-classification-on-film-60-20-20-randomUGT#241:1 Accuracy: 36.84±0.62
node-classification-on-squirrelUGT#10Accuracy: 66.96 ±2.49
node-classification-on-texasUGT#13Accuracy: 86.67 ±8.31
node-classification-on-usa-air-trafficUGT#1Accuracy: 66.22±4.55
node-classification-on-wisconsinUGT#37Accuracy: 81.6 ±8.24