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ResearchFormerly WizWand

Node Classification on Cora (F1 score)

93.51F1 ScoreCNL-GNN
60.635669.170377.70586.2397Jun 6, 2021Mar 20, 2022Jan 1, 2023Oct 15, 2023Jul 28, 2024May 11, 2025Feb 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CNL-GNNevaluation_protocol=5-fold cross-validation2026.0293.51
CAMevaluation_protocol=5-fold cross-validation2026.0290.87
CaNetevaluation_protocol=5-fold cross-validation2026.0284.32
Q-GCNSignature=Q1,15, d-hyperbolicity=11.02021.0683.72
CITEDBackbone=GAT2026.0283.61
CITEDBackbone=FAGCN2026.0283.44
CIEevaluation_protocol=5-fold cross-validation2026.0283.36
Q-GCNSignature=Q2,14, d-hyperbolicity=11.02021.0683.1
GATManifold=Euclidean, d-hyperbolicity=11.02021.0683.05
RandomWMBackbone=GAT2026.0282.87
RandomWMBackbone=SAGE2026.0282.67
CITEDBackbone=SAGE2026.0282.61
Q-GCNSignature=Q0,16, d-hyperbolicity=11.02021.0682.51
CITEDBackbone=GCNII2026.0282.37
SurviveWMBackbone=SAGE2026.0282.27
SurviveWMBackbone=GAT2026.0282.17
CITEDBackbone=GCN2026.0281.98
GCNManifold=Euclidean, d-hyperbolicity=11.02021.0681.9
GrOVeBackbone=SAGE2026.0281.75
Q-GCNSignature=Q14,2, d-hyperbolicity=11.02021.0681.62
SGCManifold=Euclidean, d-hyperbolicity=11.02021.0681.6
GrOVeBackbone=GAT2026.0281.42
κ-GCNManifold=S16, d-hyperbolicity=11.02021.0681.08
BackdoorWMBackbone=GAT2026.0280.64
Q-GCNSignature=Q15,1, d-hyperbolicity=11.02021.0680.57
BackdoorWMBackbone=SAGE2026.0280.55
SurviveWMBackbone=GCNII2026.0280.41
SurviveWMBackbone=FAGCN2026.0280.32
GrOVeBackbone=FAGCN2026.0280.24
RandomWMBackbone=FAGCN2026.0280.24
GrOVeBackbone=GCN2026.0280.18
SurviveWMBackbone=GCN2026.0279.93
Q-GCNSignature=Q13,3, d-hyperbolicity=11.02021.0679.91
HGCNManifold=H16, d-hyperbolicity=11.02021.0679.9
RandomWMBackbone=GCN2026.0279.83
κ-GCNManifold=H16, d-hyperbolicity=11.02021.0679.8
RandomWMBackbone=GCNII2026.0279.54
GrOVeBackbone=GCNII2026.0279.38
κ-GCNManifold=H8 x S8, d-hyperbolicity=11.02021.0679.3
BackdoorWMBackbone=GCNII2026.0278.94
BackdoorWMBackbone=FAGCN2026.0278.93
BackdoorWMBackbone=GCN2026.0277.85
SAGEManifold=Euclidean, d-hyperbolicity=11.02021.0674.9
GAT-ICLevaluation_protocol=5-fold cross-validation2026.0274.47
GCN-ICLevaluation_protocol=5-fold cross-validation2026.0273.94
ACE-GATevaluation_protocol=5-fold cross-validation2026.0272.37
GCILevaluation_protocol=5-fold cross-validation2026.0271.59
ACE-GCNevaluation_protocol=5-fold cross-validation2026.0261.9