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ResearchFormerly WizWand

Node Classification on Cora (Accuracy Focus)

93.35AccuracyGNNMERGE
85.86287.80689.7591.694Aug 8, 2025Sep 26, 2025Nov 15, 2025Jan 4, 2026Feb 22, 2026Apr 13, 2026Jun 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GNNMERGEM=GNN B2026.0693.35
BaseM=GNN B2026.0693.03
WAVG.M=GNN B2026.0692.72
KCoTEvaluation Protocol=TASK EXPERT2026.0591.64
KCoTEvaluation Protocol=CLASSIFICATION EXPERT2026.0591.34
LAGAScenario=Text Imbalance, Perturbation Ratio=0.22025.1090.88
IMPRESSWays=2, Shots=52026.0490.8
KCoTEvaluation Protocol=SINGLE FOCUS2026.0590.63
LLAGA-HOEvaluation Protocol=TASK EXPERT2026.0589.85
IMPRESSWays=2, Shots=32026.0489.83
PERMUTEM=GNN B2026.0689.71
LAGAScenario=Label Sparsity, Perturbation Ratio=0.22025.1089.48
SURGERYM=GNN B2026.0689.43
LLAGA-HOEvaluation Protocol=CLASSIFICATION EXPERT2026.0589.3
LLAGA-HOEvaluation Protocol=SINGLE FOCUS2026.0589.22
SAGNEvaluation Protocol=SINGLE FOCUS2026.0589.19
GATEvaluation Protocol=SINGLE FOCUS2026.0588.97
GraphGPTEvaluation Protocol=TASK EXPERT2026.0588.95
GCNEvaluation Protocol=SINGLE FOCUS2026.0588.93
GraphSAGEEvaluation Protocol=SINGLE FOCUS2026.0588.89
LLAGA-NDEvaluation Protocol=SINGLE FOCUS2026.0588.86
LAGAScenario=Text Noise, Perturbation Ratio=0.22025.1088.74
GNSNMethod Category=New, Trials=102026.0588.73
GNSNData splits=102026.0588.73
GREADMethod Category=Diff. equation, Trials=102026.0588.57
GREADData splits=102026.0588.57
LAGAScenario=Label Noise, Perturbation Ratio=0.22025.1088.56
LAGAScenario=Structure Sparsity, Perturbation Ratio=0.22025.1088.48
GraphGPTEvaluation Protocol=SINGLE FOCUS2026.0588.45
GCNIIMethod Category=Anti-Ovs., Trials=102026.0588.37
GCNIIData splits=102026.0588.37
LAGAScenario=Text Sparsity, Perturbation Ratio=0.22025.1088.34
UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.22025.1088.34
GQT + RGVQ2025.0888.34
ZIPIT!M=GNN B2026.0688.33
LINXData splits=102026.0588.31
LAGAScenario=Text Noise, Perturbation Ratio=0.42025.1088.27
LAGAScenario=Text Imbalance, Perturbation Ratio=0.42025.1088.26
NodeFormerEvaluation Protocol=SINGLE FOCUS2026.0588.23
WRGATData splits=102026.0588.2
LAGAScenario=Label Sparsity, Perturbation Ratio=0.42025.1088.19
LLAGA-NDEvaluation Protocol=TASK EXPERT2026.0588.19
BLENDData splits=102026.0588.09
GPNData splits=102026.0588.07
AdNGCL2026.0588.05
SGCEvaluation Protocol=SINGLE FOCUS2026.0587.97
LAGAScenario=Text Noise, Perturbation Ratio=0.82025.1087.96
GGCNData splits=102026.0587.95
GPR-GNNData splits=102026.0587.95
GREAD-Exp2026.0487.94
LAGAScenario=Structure Imbalance, Perturbation Ratio=0.22025.1087.92
ACM-GCNData splits=102026.0587.91
H2GCNData splits=102026.0587.87
CDEData splits=102026.0587.7
LAGAScenario=Structure Sparsity, Perturbation Ratio=0.42025.1087.67
LLAGA-NDEvaluation Protocol=CLASSIFICATION EXPERT2026.0587.64
LAGAScenario=Structure Imbalance, Perturbation Ratio=0.42025.1087.63
LAGAScenario=Label Noise, Perturbation Ratio=0.42025.1087.63
GRAFFMethod Category=Diff. equation, Trials=102026.0587.61
MixHopData splits=102026.0587.61
GRAFFData splits=102026.0587.61
GraphGPTEvaluation Protocol=CLASSIFICATION EXPERT2026.0587.6
NegAmp.2026.0587.43
GCONData splits=102026.0587.4
GRANDMethod Category=Diff. equation, Trials=102026.0587.36
GRANDData splits=102026.0587.36
GREAD-BS2026.0487.33
GDEMethod Category=Cont.-t., Trials=102026.0587.22
GDEData splits=102026.0587.22
FA-GCNData splits=102026.0587.21
MLPData splits=102026.0587.16
LAGAScenario=Text Imbalance, Perturbation Ratio=0.82025.1087.15
PloyGCLMethod Category=Hetero-oriented, Trials=102026.0587.15
PloyGCLData splits=102026.0587.15
GloGNNData splits=102026.0587.15
SURGERYM=GNN A2026.0687.13
CGNNMethod Category=Cont.-t., Trials=102026.0587.1
CGNNData splits=102026.0587.1
UltraTAG-SScenario=Text Sparsity, Perturbation Ratio=0.22025.1087.08
LAGAScenario=Label Imbalance, Perturbation Ratio=0.22025.1087.04
GCNData splits=102026.0586.98
LAGAScenario=Structure Imbalance, Perturbation Ratio=0.82025.1086.95
LAGAScenario=Text Sparsity, Perturbation Ratio=0.42025.1086.92
LAGAScenario=Label Sparsity, Perturbation Ratio=0.82025.1086.9
GraphSageData splits=102026.0586.9
SheafData splits=102026.0586.9
MVGRL2026.0586.8
UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.42025.1086.72
LAGAScenario=Structure Noise, Perturbation Ratio=0.22025.1086.56
BaseM=GNN A2026.0686.54
JKNetMethod Category=Anti-Ovs., Trials=102026.0586.48
JKNetData splits=102026.0586.48
FLODE2026.0486.44
GQT2025.0886.44
OGFormer2026.0586.4
GATData splits=102026.0586.33
HGODE2026.0486.26
HGODE2026.0486.26
GQT + EMA2025.0886.23
TLPWays=2, Shots=52026.0486.15