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ResearchFormerly WizWand

Node Classification on Squirrel (fixed)

61.81AccuracyLINKX
29.590837.955446.3254.6846Sep 12, 2021May 29, 2022Feb 12, 2023Oct 30, 2023Jul 15, 2024Mar 31, 2025Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LINKXsplits=fixed2021.1061.81
GCNIIsplits=fixed, re-run=true2021.1056.63
ACM-GCN2021.0954.4
GPR-GNNsplits=fixed, re-run=true2021.1054.35
ACM-Snowball-3layers=32021.0953.31
ACM-Snowball-2layers=22021.0952.5
ACMII-GCN2021.0951.85
ACMII-Snowball-2layers=22021.0950.15
ACMII-Snowball-3layers=32021.0948.87
GPRGNN2021.0946.31
ACM-SGC-1order=12021.0945
MixHopsplits=fixed2021.1043.8
ParaFormerGCNAuxiliary GNN module=GCN2025.1243
ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.1242.1
SGFormer2025.1241.8
Polynormer2025.1240.9
SIGN2025.1240.7
GraphTrans2025.1240.6
ACM-SGC-2order=22021.0940.02
Graphormer2025.1239.9
NAGphormer2025.1239.8
JKNet2025.1239.4
SGC2025.1239.3
GPRGNN2025.1239
CPGNN2025.1238.9
GCN2025.1238.6
NodeFormer2025.1238.5
Geom-GCN*2021.0938.15
Geom-GCN-Psplits=fixed2021.1038.14
H2GCN-2splits=fixed2021.1037.9
MLP2025.1236.6
H2GCN2021.0936.48
H2GCN-1splits=fixed2021.1036.42
Geom-GCN-Ssplits=fixed2021.1036.24
GLoGNN2025.1235.7
GAT2025.1235.6
CobFormer-GTask head module=GNN2025.1235.4
APPNP2025.1235.3
H2GCN2025.1235.1
Geom-GCN-Isplits=fixed2021.1033.32
CobFormer-TTask head module=Transformer2025.1233.1
FAGCN2021.0930.83