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ResearchFormerly WizWand

Node Classification on Chameleon (fixed)

68.42AccuracyLINKX
33.351242.455651.5660.6644Sep 12, 2021May 29, 2022Feb 12, 2023Oct 30, 2023Jul 15, 2024Mar 31, 2025Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LINKXsplits=fixed2021.1068.42
ACM-Snowball-2layers=22021.0967.08
ACM-GCN2021.0966.93
ACM-Snowball-3layers=32021.0966.91
ACMII-GCN2021.0966.91
ACMII-Snowball-3layers=32021.0966.86
ACMII-Snowball-2layers=22021.0966.49
ACM-SGC-1order=12021.0963.99
GPR-GNNsplits=fixed, re-run=true2021.1062.85
GPRGNN2021.0962.59
GCNIIsplits=fixed2021.1062.48
Geom-GCN-Psplits=fixed2021.1060.9
MixHopsplits=fixed2021.1060.5
Geom-GCN-Isplits=fixed2021.1060.31
H2GCN2021.0960.11
Geom-GCN*2021.0960
Geom-GCN-Ssplits=fixed2021.1059.96
H2GCN-2splits=fixed2021.1059.39
ACM-SGC-2order=22021.0959.21
H2GCN-1splits=fixed2021.1057.11
FAGCN2021.0946.07
ParaFormerGCNAuxiliary GNN module=GCN2025.1245.9
SGFormer2025.1244.9
NAGphormer2025.1242.4
GraphTrans2025.1242.2
ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.1242.1
Polynormer2025.1241.8
SIGN2025.1241.7
GCN2025.1241.3
Graphormer2025.1241.3
CPGNN2025.1240.8
GLoGNN2025.1240.2
GPRGNN2025.1239.9
CobFormer-GTask head module=GNN2025.1239.9
CobFormer-TTask head module=Transformer2025.1239.7
JKNet2025.1239.4
GAT2025.1239.2
SGC2025.1239
APPNP2025.1238.4
H2GCN2025.1238.1
MLP2025.1236.7
NodeFormer2025.1234.7