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ResearchFormerly WizWand

Node Classification on shape (test)

97.14AccuracyCMGNN
17.507238.181158.85579.5289Jun 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CMGNN2026.0697.14
GRAPH CASCADESVariant=GCN-TAS2026.0689.57
CR-Graphormer2026.0689.57
GCN-TASBackbone=GCN, Cascade Strategy=TAS2026.0689.57
GCN-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.0689.57
GCNCategory=GNNs2026.0689.46
GCNBackbone=GCN, Cascade Strategy=None2026.0689.46
GCNMethod Category=GNN-based Architectures2026.0689.46
CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.0685.94
CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.0685.94
GraphormerCategory=GTs2026.0685.57
NAG-TASBackbone=NAG, Cascade Strategy=TAS2026.0684.43
NAG-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.0684.43
GophormerCategory=GTs2026.0679.83
VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.0676.94
VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.0676.94
H2GCN2026.0676.8
ExphormerCategory=GTs2026.0676.31
GCN-MASBackbone=GCN, Cascade Strategy=MAS2026.0657.69
GCN-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.0657.69
NAG-MASBackbone=NAG, Cascade Strategy=MAS2026.0657.54
NAG-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.0657.54
GPS-TASBackbone=GraphGPS, Cascade Strategy=TAS2026.0656.26
GPS-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.0656.26
GPS-MASBackbone=GraphGPS, Cascade Strategy=MAS2026.0654.89
GPS-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.0654.89
CR-MASBackbone=CR-Graphormer, Cascade Strategy=MAS2026.0654.37
CR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.0654.37
VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.0652.12
VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.0652.12
NAGCategory=GTs2026.0649.89
NAGBackbone=NAG, Cascade Strategy=None2026.0649.89
NAGMethod Category=Tokenized Sparse-Attention GTs2026.0649.89
PolyFormerCategory=GTs2026.0647.29
GraphGPSCategory=GTs2026.0646.74
GraphGPSBackbone=GraphGPS, Cascade Strategy=None2026.0646.74
GraphGPSMethod Category=GNN-based Architectures2026.0646.74
SpecFormerCategory=GTs2026.0645.77
VCRCategory=GTs2026.0644.66
VCRBackbone=VCR, Cascade Strategy=None2026.0644.66
VCRMethod Category=Tokenized Sparse-Attention GTs2026.0644.66
ACMGCN2026.0644.34
GGCN2026.0644.34
GraphSAGECategory=GNNs2026.0643.11
GATCategory=GNNs2026.0643.11
PPRGoCategory=GNNs2026.0643.11
GRAND+Category=GNNs2026.0643.11
SGFormerCategory=GTs2026.0642.8
OrderedGNN2026.0636.11
M2MGNN2026.0634.74
SANCategory=GTs2026.0629.4
GTCategory=GTs2026.0623.23
GloGNN2026.0620.57