Cora with Public Split: fixed 20 nodes per class
Accuracy
LanczosNet
Node Classification
79.5
Cora with Public Split: fixed 20 nodes per class
Accuracy
AdaLanczosNet
Node Classification
80.4
Cora (3%)
Accuracy
LanczosNet
Node Classification
76.3
Cora (3%)
Accuracy
AdaLanczosNet
Node Classification
77.7
Cora (1%)
Accuracy
LanczosNet
Node Classification
66.1
Cora (1%)
Accuracy
AdaLanczosNet
Node Classification
67.5
Cora (0.5%)
Accuracy
LanczosNet
Node Classification
58.1
Cora (0.5%)
Accuracy
AdaLanczosNet
Node Classification
60.8
CiteSeer with Public Split: fixed 20 nodes per class
Accuracy
LanczosNet
Node Classification
66.2
CiteSeer with Public Split: fixed 20 nodes per class
Accuracy
AdaLanczosNet
Node Classification
68.7
CiteSeer (1%)
Accuracy
LanczosNet
Node Classification
61.3
CiteSeer (1%)
Accuracy
AdaLanczosNet
Node Classification
63.3
CiteSeer (0.5%)
Accuracy
LanczosNet
Node Classification
53.2
CiteSeer (0.5%)
Accuracy
AdaLanczosNet
Node Classification
53.8
PubMed with Public Split: fixed 20 nodes per class
Accuracy
LanczosNet
Node Classification
78.3
PubMed with Public Split: fixed 20 nodes per class
Accuracy
AdaLanczosNet
Node Classification
78.1
PubMed (0.1%)
Accuracy
LanczosNet
Node Classification
73.4
PubMed (0.1%)
Accuracy
AdaLanczosNet
Node Classification
72.8
PubMed (0.05%)
Accuracy
LanczosNet
Node Classification
68.8
PubMed (0.05%)
Accuracy
AdaLanczosNet
Node Classification
66
PubMed (0.03%)
Accuracy
LanczosNet
Node Classification
60.4
PubMed (0.03%)
Accuracy
AdaLanczosNet
Node Classification
61
Quantum Chemistry Regression
Validation MAE
LanczosNet
Quantum Chemistry Regression
9.65
Quantum Chemistry Regression
Test MAE
LanczosNet
Quantum Chemistry Regression
9.58