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Node Classification on Citeseer standard (test)

75.7AccuracyPlanetoid
64.2667.2370.273.17Feb 23, 2018Jan 31, 2019Jan 9, 2020Dec 17, 2020Nov 24, 2021Nov 2, 2022Oct 11, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Planetoid2019.1075.7
DFNet-ATT2019.1074.7
GraphMix (GCN)Source=Our Experiments, Training Strategy=GraphMix, Backbone=GCN2019.0974.52
DDMLearning Setup=unsupervised representation learning with linear classifier2023.0674.3
DFNet2019.1074.2
BVATSource=Reported in literature2019.0974
GraphVATCategory=+Adversarial2019.0273.7
InfoGCLLearning Setup=unsupervised representation learning with linear classifier2023.0673.5
DisenGCNSource=Reported in literature2019.0973.4
GCNIItraining time=3m2021.1173.4
GraphMAELearning Setup=unsupervised representation learning with linear classifier2023.0673.4
GCN (self-training)Source=Our Experiments, Training Strategy=Self-training2019.0973.38
DGCType=Linear2021.0273.3
MVGRLLearning Setup=unsupervised representation learning with linear classifier2023.0673.3
Graph U-NetSource=Reported in literature2019.0973.2
GraphSGANCategory=+Adversarial2019.0273.1
GATarchitecture=DenseBlock2019.1073.1
DF-ATT2019.1073.1
GraphScanSource=Reported in literature2019.0973.1
CCA-SSGLearning Setup=unsupervised representation learning with linear classifier2023.0673.1
GraphMix (GAT)Source=Our Experiments, Training Strategy=GraphMix, Backbone=GAT2019.0973.08
GAT (self-training)Source=Our Experiments, Training Strategy=Self-training2019.0972.87
Incep(Drop)Number of layers=42020.0772.7
JKNet(Drop)Number of layers=162020.0772.6
ARMA2019.1072.5
GAT2019.1072.5
GATSource=Reported in literature2019.0972.5
GATType=Non-linear2021.0272.5
GraphHeatType=Non-linear2021.0272.5
GCDEType=Non-linear2021.0272.5
GATLearning Setup=unsupervised representation learning with linear classifier2023.0672.5
SIGN-linearType=Linear2021.0272.4
GATtraining time=3m2021.1172.4
SGCType=Linear2021.0271.9
MTGAEscenario=MTL (Multi-Task Learning)2018.1171.8
APPNP2020.0771.8
APPNPType=Non-linear2021.0271.8
CGNNType=Non-linear2021.0271.8
DGILearning Setup=unsupervised representation learning with linear classifier2023.0671.8
GWWNType=Non-linear2021.0271.7
αLoNGAE2018.0271.6
FCN (self-training)Source=Our Experiments, Training Strategy=Self-training2019.0971.5
iSVD100 (M(NC)) + dropouttraining time=0.1s2021.1171.5
GraphSAGEType=Non-linear2021.0271.4
MixHoptraining time=31s2021.1171.4
iSVD100 (M(NC))training time=0.1s2021.1171.4
GCNarchitecture=DenseBlock2019.1071.3
GCN2020.0771.1
BGRLLearning Setup=unsupervised representation learning with linear classifier2023.0671.1
GAT2020.0770.8
GCNSource=Our Experiments, Training Strategy=Supervised2019.0970.61
SGC-PairNormType=Linear2021.0270.6
GATSource=Our Experiments, Training Strategy=Supervised2019.0970.4
GCNscenario=task-specific2018.1170.3
GCN2018.0270.3
GCN2019.1070.3
GCN2019.0870.3
GCNSource=Reported in literature2019.0970.3
GCNType=Non-linear2021.0270.3
GCNtraining time=7s2021.1170.3
Chebyshev2019.1069.8
JKNetNumber of layers=162020.0769.8
ChebyshevSource=Reported in literature2019.0969.8
JKNetType=Non-linear2021.0269.8
GCNCategory=+Node Features2019.0269.3
ICA2018.0269.1
ICA2019.1069.1
ICASource=Reported in literature2019.0969.1
GraphMix (Graph U-Net)Source=Our Experiments, Training Strategy=GraphMix, Backbone=Graph U-Net2019.0969
AdaLNet2019.1068.7
GPT-GNNLearning Setup=unsupervised representation learning with linear classifier2023.0668.4
Graph-U-Net (self-training)Source=Our Experiments, Training Strategy=Self-training2019.0968.23
PSNR-GCNFeature Setting=Fully Observed2023.0568.06
PSNR-GATFeature Setting=Fully Observed2023.0568.01
Label PropagationType=Linear2021.0268
DropMessage-GATFeature Setting=Fully Observed2023.0567.82
Half-Hop-GCNFeature Setting=Fully Observed2023.0567.76
Balanced LL-orthogonal initializationLayers=22023.1067.7
Balanced LL-orthogonal initializationLayers=52023.1067.7
Graph U-NetSource=Our Experiments, Training Strategy=Supervised2019.0967.69
DropMessage-GCNFeature Setting=Fully Observed2023.0567.66
Balanced LL-orthogonal initializationLayers=102023.1067.4
DeProp-GCNFeature Setting=Fully Observed2023.0567.24
Res-GATFeature Setting=Fully Observed2023.0567.19
GATFeature Setting=Fully Observed2023.0567.12
Init-Res-GATFeature Setting=Fully Observed2023.0566.84
Half-Hop-GATFeature Setting=Fully Observed2023.0566.74
GCNIIFeature Setting=Fully Observed2023.0566.69
ResGCNFeature Setting=Fully Observed2023.0566.4
Balanced LL-orthogonal initializationLayers=202023.1066.3
LNet2019.1066.2
GCNFeature Setting=Fully Observed2023.0566
JK-GATFeature Setting=Fully Observed2023.0565.83
JKNetFeature Setting=Fully Observed2023.0565.49
Lipschitz normalizationLayers=2, Base Initialization=Xavier2023.1065.4
Planetoidscenario=task-specific2018.1164.7
Planetoid2018.0264.7
PlanetoidCategory=+Node Features2019.0264.7
PlanetoidSource=Reported in literature2019.0964.7
Planetoidtraining time=26s2021.1164.7