ATLAS: Adaptive Topology-based Learning at Scale for Homophilic and Heterophilic Graphs

Benchmark Model Rank Results
node-classification-on-geniusATLAS-NF-LPF#1Accuracy: 91.58
node-classification-on-geniusATLAS-NF-LPF-DIR#2Accuracy: 91.58
node-classification-on-geniusATLAS-LPF#13Accuracy: 90.34
node-classification-on-geniusATLAS-NF#17Accuracy: 89.16
node-classification-on-geniusATLAS#19Accuracy: 86.69
node-classification-on-non-homophilic-heterophilic-graphs-on-penn94ATLAS-NF-LPF#111:1 Accuracy: 82.60
node-classification-on-non-homophilic-heterophilic-graphs-on-penn94ATLAS-NF-LPF-DIR#121:1 Accuracy: 82.60
node-classification-on-non-homophilic-heterophilic-graphs-on-penn94ATLAS-LPF#151:1 Accuracy: 81.96
node-classification-on-non-homophilic-heterophilic-graphs-on-penn94ATLAS-NF#241:1 Accuracy: 76.38
node-classification-on-non-homophilic-heterophilic-graphs-on-penn94ATLAS#261:1 Accuracy: 75.02
node-classification-on-penn94ATLAS-NF-LPF#15Accuracy: 82.60
node-classification-on-penn94ATLAS-NF-LPF-DIR#16Accuracy: 82.60
node-classification-on-penn94ATLAS-LPF#19Accuracy: 81.96
node-classification-on-penn94ATLAS-NF#28Accuracy: 76.38
node-classification-on-penn94ATLAS#30Accuracy: 75.02