Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification

Benchmark Model Rank Results
node-classification-on-actorGNNMoE(SAGE-like P)#6Accuracy: 37.97±1.01
node-classification-on-actorGNNMoE(GAT-like P)#11Accuracy: 37.76±0.98
node-classification-on-actorGNNMoE(GCN-like P)#14Accuracy: 37.59±1.36
node-classification-on-amazon-computers-1GNNMoE(GCN-like P)#4Accuracy: 92.17±0.50
node-classification-on-amazon-computers-1GNNMoE(GAT-like P)#5Accuracy: 91.98±0.46
node-classification-on-amazon-computers-1GNNMoE(SAGE-like P)#6Accuracy: 91.85±0.39
node-classification-on-amazon-photo-1GNNMoE(GCN-like P)#4Accuracy: 95.81±0.41
node-classification-on-amazon-photo-1GNNMoE(GAT-like P)#5Accuracy: 95.71±0.37
node-classification-on-amazon-photo-1GNNMoE(SAGE-like P)#6Accuracy: 95.46±0.24
node-classification-on-chameleon-48-32-20GNNMoE(GCN-like P)#2Accuracy: 47.19±2.93
node-classification-on-chameleon-48-32-20GNNMoE(SAGE-like P)#3Accuracy: 45.73±3.19
node-classification-on-chameleon-48-32-20GNNMoE(GAT-like P)#4Accuracy: 45.56±3.94
node-classification-on-coauthor-csGNNMoE(GCN-like P)#5Accuracy: 95.81±0.26
node-classification-on-coauthor-csGNNMoE(GAT-like P)#8Accuracy: 95.72±0.23
node-classification-on-coauthor-csGNNMoE(SAGE-like P)#10Accuracy: 95.68±0.24
node-classification-on-coauthor-physicsGNNMoE(GAT-like P)#6Accuracy: 97.05±0.19
node-classification-on-coauthor-physicsGNNMoE(GCN-like P)#7Accuracy: 97.03±0.13
node-classification-on-coauthor-physicsGNNMoE(SAGE-like P)#12Accuracy: 96.81±0.22
node-classification-on-facebookGNNMoE(GCN-like P)#1Accuracy: 95.53±0.35
node-classification-on-facebookGNNMoE(GAT-like P)#2Accuracy: 95.21±0.25
node-classification-on-facebookGNNMoE(SAGE-like P)#3Accuracy: 94.63±0.36
node-classification-on-penn94GNNMoE(GCN-like P)#6Accuracy: 85.11±0.39
node-classification-on-penn94GNNMoE(SAGE-like P)#12Accuracy: 84.05±0.37
node-classification-on-penn94GNNMoE(GAT-like P)#16Accuracy: 81.98±0.47
node-classification-on-roman-empireGNNMoE(GAT-like P)#5Accuracy (% ): 87.29±0.60
node-classification-on-roman-empireGNNMoE(SAGE-like P)#6Accuracy (% ): 86.00±0.45
node-classification-on-roman-empireGNNMoE(GCN-like P)#7Accuracy (% ): 85.05±0.55
node-classification-on-squirrel-48-32-20GNNMoE(GCN-like P)#2Accuracy: 44.02±2.59
node-classification-on-squirrel-48-32-20GNNMoE(SAGE-like P)#3Accuracy: 39.19±2.84
node-classification-on-squirrel-48-32-20GNNMoE(GAT-like P)#4Accuracy: 39.19±3.94
node-classification-on-tolokersGNNMoE(GAT-like P)#2AUCROC: 85.45±0.94
node-classification-on-tolokersGNNMoE(GCN-like P)#3AUCROC: 84.77±0.93
node-classification-on-tolokersGNNMoE(SAGE-like P)#4AUCROC: 83.96±0.75
node-property-prediction-on-ogbn-arxivGNNMoE(GAT-like P)#51Test Accuracy: 0.7245±0.0032
node-property-prediction-on-ogbn-arxivGNNMoE(GCN-like P)#52Test Accuracy: 0.7229±0.0016
node-property-prediction-on-ogbn-arxivGNNMoE(SAGE-like P)#64Test Accuracy: 0.7194±0.0025