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Node classification on Tolokers (test)

86.23AUROCGRAMAGCN
77.410879.700481.9984.2796May 22, 2023Nov 20, 2023May 21, 2024Nov 20, 2024May 21, 2025Nov 20, 2025May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GRAMAGCNarchitecture_type=Graph SSMs2026.0586.23
POLYNORMER2024.0685.91
Polynomialarchitecture_type=Graph Transformers2026.0585.91
S3GNNarchitecture_type=Graph SSMs2026.0585.89
NeuralWalker2024.0685.56
MP-SSMarchitecture_type=Graph SSMs2026.0585.26
MP-SSMModel Category=Ours2025.0585.26
MP-SSM2025.0585.26
GCN (RWSE)architecture_type=MPNNs2026.0585.11
GCNPE=RWSE2025.0585.11
GAT (RWSE)architecture_type=MPNNs2026.0585.02
GATPE=RWSE2025.0585.02
GAT (LapPE)architecture_type=MPNNs2026.0584.99
GATPE=LapPE2025.0584.99
GCN (LapPE)architecture_type=MPNNs2026.0584.95
GCNPE=LapPE2025.0584.95
GPS_GCN+Performer (RWSE)architecture_type=Graph Transformers2026.0584.81
GPSBackbone=GCN+Performer, PE=RWSE2025.0584.81
GPS_GCN+Performer (LapPE)architecture_type=Graph Transformers2026.0584.72
GPSBackbone=GCN+Performer, PE=LapPE2025.0584.72
GPSBackbone=GAT+Transformer, PE=LapPE2025.0584.7
GPSBackbone=GAT+Performer, PE=LapPE2025.0584.62
GMNarchitecture_type=Graph SSMs2026.0584.52
GMNModel Category=Graph SSMs2025.0584.52
GMN2025.0584.52
CO-GNN(μ, μ)architecture_type=MPNNs2026.0584.45
CO-GNNModel Category=MPNNs2025.0584.45
CO-GNNAggregator=µ, µ2025.0584.45
GPSBackbone=GAT+Performer, PE=RWSE2025.0584.38
GATPE=DEG2025.0584.22
FLODE2023.0584.17
FLODE2023.0584.17
GPSBackbone=GAT+Transformer, PE=RWSE2025.0584.01
GAT-sep2023.0583.78
GAT-sep2023.0583.78
GAT(-SEP)2024.0683.78
GAT-sep2025.0583.78
EXPHORMER2024.0683.77
Exphormerarchitecture_type=Graph Transformers2026.0583.77
ExphormerModel Category=Graph Transformers2025.0583.77
Exphormer2025.0583.77
GPS2024.0683.71
GPSarchitecture_type=Graph Transformers2026.0583.71
GPSModel Category=Graph Transformers2025.0583.71
GPS2025.0583.71
GAT2023.0583.7
GAT2023.0583.7
GATarchitecture_type=MPNNs2026.0583.7
GPS + Mambaarchitecture_type=Graph SSMs2026.0583.7
GATModel Category=MPNNs2025.0583.7
GPS+MambaModel Category=Graph SSMs2025.0583.7
GAT2025.0583.7
GPS + Mamba2025.0583.7
GCN2023.0583.64
GCN2024.0683.64
GCNarchitecture_type=MPNNs2026.0583.64
GCNModel Category=MPNNs2025.0583.64
GCN2025.0583.64
GPSBackbone=GCN+Transformer, PE=RWSE2025.0583.53
GPSBackbone=GCN+Transformer, PE=LapPE2025.0583.51
CO-GNN(Σ, Σ)architecture_type=MPNNs2026.0583.36
CO-GNNAggregator=Σ, Σ2025.0583.36
GT2023.0583.23
GTarchitecture_type=Graph Transformers2026.0583.23
GTModel Category=Graph Transformers2025.0583.23
GT2025.0583.23
GOATarchitecture_type=Graph Transformers2026.0583.11
GOATModel Category=Graph Transformers2025.0583.11
GOAT2025.0583.11
FSGNN2023.0582.76
FSGNNarchitecture_type=Heterophily-Designated GNNs2026.0582.76
FSGNNModel Category=Heterophily-Designated GNNs2025.0582.76
FSGNN2025.0582.76
GT-sep2023.0582.52
GT-separchitecture_type=Graph Transformers2026.0582.52
GT-sep2025.0582.52
GCNPE=DEG2025.0582.51
GPSBackbone=GAT+Performer, PE=DEG2025.0582.45
GraphSAGE2023.0582.43
SAGEarchitecture_type=MPNNs2026.0582.43
SAGEModel Category=MPNNs2025.0582.43
SAGE2025.0582.43
GPSBackbone=GAT+Transformer, PE=DEG2025.0581.89
GBK-GNN2023.0581.01
GBK-GNNarchitecture_type=Heterophily-Designated GNNs2026.0581.01
GBK-GNNModel Category=Heterophily-Designated GNNs2025.0581.01
GBK-GNN2025.0581.01
GPSBackbone=GCN+Transformer, PE=DEG2025.0580.82
ResNet+SGC2023.0580.7
ResNet+SGC2025.0580.7
GPSBackbone=GCN+Performer, PE=DEG2025.0580.49
ResNet+adj2023.0578.78
ResNet+adj2025.0578.78
NAGPHORMER2024.0678.32
NAGphormerarchitecture_type=Graph Transformers2026.0578.32
NAGphormer2025.0578.32
FAGCNtable_row=152023.0577.75
FAGCNarchitecture_type=Heterophily-Designated GNNs2026.0577.75
FAGCNModel Category=Heterophily-Designated GNNs2025.0577.75
FAGCN2025.0577.75