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ResearchFormerly WizWand

Node Classification on Cora Full

88.49AccuracyGCNII
36.084449.689763.29576.9003Apr 9, 2019May 31, 2020Jul 24, 2021Sep 16, 2022Nov 8, 2023Dec 31, 2024Feb 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GCNIISetting=Full-supervised, Layers=642020.0788.49
GCNII*Setting=Full-supervised, Layers=642020.0788.01
APPNPSetting=Full-supervised2020.0787.87
JKNet(Drop)Setting=Full-supervised, Layers=162020.0787.46
Incep(Drop)Setting=Full-supervised, Layers=82020.0786.86
GATSetting=Full-supervised2020.0786.37
GCNSetting=Full-supervised2020.0785.77
Geom-GCN-SSetting=Full-supervised2020.0785.27
JKNetSetting=Full-supervised, Layers=162020.0785.25
Geom-GCN-ISetting=Full-supervised2020.0785.19
Geom-GCN-PSetting=Full-supervised2020.0784.93
STAGNN2023.1072.65
RicciKGE2025.1272.51
GNRF2025.1272.14
VecFormerCategory=VQ GT2026.0272.14
CNAArchitecture=TransformerConv2024.1271.82
NAGphormer2023.1071.51
CoLinkDistArchitecture=CoLinkDist2024.1270.32
SGFormerCategory=GT2026.0270.11
SAGECategory=GNN2026.0268.59
GCN2025.1268.06
GAT2025.1267.55
GCNCategory=GNN2026.0267.44
GPRGNN2023.1067.12
GATCategory=GNN2026.0266.74
DNANumber of groups (g)=162019.0466.64
PolynormerCategory=GT2026.0266.54
DNANumber of groups (g)=82019.0466.5
GLITTERsetting=5-way 3-shot, graph_environment=single-graph2022.1066.2
GATJumping Knowledge (JK) Strategy=Concat2019.0466.18
GATJumping Knowledge (JK) Strategy=None2019.0465.7
GCNJumping Knowledge (JK) Strategy=Concat2019.0465.62
NAGphormerCategory=GT2026.0265.51
APPNP2023.1065.16
GCNJumping Knowledge (JK) Strategy=Pool2019.0465.14
GAT2023.1064.47
DNANumber of groups (g)=12019.0463.72
G-Metasetting=5-way 3-shot, graph_environment=single-graph2022.1063.7
ExphormerCategory=GT2026.0263.7
VQGraphCategory=VQ GNN2026.0263.63
RALEsetting=5-way 3-shot, graph_environment=single-graph2022.1063.4
GCNJumping Knowledge (JK) Strategy=None2019.0462.55
GCNreported_in=Shchur et al., 20182019.0962.2
GPNsetting=5-way 3-shot, graph_environment=single-graph2022.1062.1
GraphMix (GCN)backbone=GCN2019.0961.8
GCN2023.1061.76
GATJumping Knowledge (JK) Strategy=Pool2019.0461.52
GT2023.1061.05
GraphMix (Graph-U-Net)backbone=Graph-U-Net2019.0960.92
NodeFormerCategory=GT2026.0260.14
GCNimplementation=this paper2019.0960.13
Graph-U-Net2019.0959.82
MoNetreported_in=Shchur et al., 20182019.0959.8
Meta-GNNsetting=5-way 3-shot, graph_environment=single-graph2022.1059.7
SuperGATMxNumber of runs=1002022.0459.6
GCNNumber of runs=1002022.0459.5
GraphSAGENumber of runs=1002022.0459.2
GraphGPSCategory=GT2026.0259.11
SAN2023.1059.01
GATNumber of runs=1002022.0458.7
GS-Meanreported_in=Shchur et al., 20182019.0958.6
GraphSaintBackbone=GCN2021.0358.3
ThanosBackbone=GCN2021.0357.4
KNNsetting=5-way 3-shot, graph_environment=single-graph2022.1056.9
Vanilla GCNBackbone=GCN2021.0356.5
LADIESBackbone=GCN2021.0356.4
ThanosBackbone=GAT2021.0355.9
SuperGATSDNumber of runs=1002022.0455.8
GraphGPS2023.1055.76
BanditSamplerBackbone=GCN2021.0355.5
GATJumping Knowledge (JK) Strategy=LSTM2019.0455.41
GraphSageBackbone=GCN2021.0355.4
GCNJumping Knowledge (JK) Strategy=LSTM2019.0455.39
BanditSamplerBackbone=GAT2021.0354.4
MAMLsetting=5-way 3-shot, graph_environment=single-graph2022.1054
GOATCategory=GT2026.0253.3
GLITTERsetting=10-way 3-shot, graph_environment=single-graph2022.1052
GATreported_in=Shchur et al., 20182019.0951.9
Vanilla GATBackbone=GAT2021.0351.9
ProtoNetsetting=5-way 3-shot, graph_environment=single-graph2022.1049.6
G-Metasetting=10-way 3-shot, graph_environment=single-graph2022.1047.6
GPNsetting=10-way 3-shot, graph_environment=single-graph2022.1047.3
RALEsetting=10-way 3-shot, graph_environment=single-graph2022.1045.2
Meta-GNNsetting=10-way 3-shot, graph_environment=single-graph2022.1042.5
KNNsetting=10-way 3-shot, graph_environment=single-graph2022.1042.4
ProtoNetsetting=10-way 3-shot, graph_environment=single-graph2022.1041.4
ClusterGCNBackbone=GCN2021.0339
MAMLsetting=10-way 3-shot, graph_environment=single-graph2022.1038.1