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Node Classification on Chameleon (filtered splits)

44.9Accuracy

SGFormer

Updated 1mo ago

Evaluation Results

Method	Links
SGFormer 2023.06		44.9
ATLAS 2025.12		42.87
GraphTrans SMALL 2023.06		42.8
ACM-GCN 2025.12		42.73
ATLAS-LPF 2025.12		42.69
att-Node-level NLSFs 2024.06		42.53
LinkX 2025.12		42.34
GraphTrans ULTRASMALL 2023.06		42.2
CMGNN 2025.12		42.15
Graphormer SMALLER 2023.06		41.9
FAGCN 2024.06		41.9
FAGCN 2025.12		41.9
M2M-GNN 2025.12		41.73
SIGN 2023.06		41.7
OrderedGNN 2025.12		41.51
GCN 2023.06		41.3
Graphormer ULTRASMALL 2023.06		41.3
ResNet+SGC 2024.06		41.01
GCN 2024.06		40.89
CPGNN 2023.06		40.8
FSGNN 2024.06		40.61
FSGNN 2025.12		40.61
ATLAS-LPF-NF 2025.12		40.23
GloGNN 2023.06		40.2
ATLAS-NF 2025.12		40.02
GPRGNN 2024.06		39.93
GPR-GNN 2025.12		39.93
GBK-GNN 2025.12		39.61
JKNet 2023.06		39.4
GAT 2023.06		39.2
SGC 2023.06		39
JacobiConv 2025.12		39
SAGE 2025.12		38.83
ResNet+adj 2024.06		38.67
APPNP 2023.06		38.4
H2GCN 2023.06		38.1
GAT 2025.12		37.18
GCN 2025.12		37.11
MLP 2025.12		36
NodeFormer 2023.06		34.7
H2GCN 2025.12		26.75
GloGNN 2024.06		25.9
GloGNN 2025.12		25.9