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Node Classification on PubMed (test) (Accuracy/AUC-ROC)

89.08Accuracy

Space Optimum

Updated 1mo ago

Evaluation Results

Method	Links
Space Optimum 2025.07		89.08
AutoTransfer 2025.07		89.08
DesiGNN 2025.07		89.08
M-DESIGN 2025.07		89.08
NAS-Bench-Graph 2025.07		88.66
RL 2025.07		88.58
GraphNAS 2025.07		88.58
Random 2025.07		88.46
EA 2025.07		88.42
Auto-GNN 2025.07		88.38
KBG 2025.07		88.15
GraphGym 2025.07		87.61
GateGCN+GFSE 2025.04		78.39
GateGCN 2025.04		76.86
GateGCN+RWSE 2025.04		76.11
GPS+GFSE 2025.04		75.13
GateGCN+LapPE 2025.04		74.83
GPS 2025.04		74.26
GPS+GPSE 2025.04		73.71
GPS+LapPE 2025.04		73.68
GPS+RWSE 2025.04		72.87
GateGCN+GPSE 2025.04		71.97
SA2GFM 2025.11		68.8
Transformer (TF) 2025.04		66.63
TF+GFSE 2025.04		66.3
TF+LapPE 2025.04		66.27
TF+GPSE 2025.04		65.89
MDGFM 2025.11		65.8
GCOPE 2025.11		65.3
TF+RWSE 2025.04		64.43
GraphBridge 2025.11		60.3
SA2GFM 2025.11		57.1
MDGPT 2025.11		57.1
MDGFM 2025.11		55.2
GraphBridge 2025.11		52.8
DGI 2025.11		52.3
GraphPrompt 2025.11		51.8
GRAPHCL 2025.11		48.8
GRAPHCL 2025.11		48.4
GCOPE 2025.11		48.2
GAT 2025.11		46
MDGPT 2025.11		44.5
GraphPrompt 2025.11		43.5
DGI 2025.11		42.6
GCN 2025.11		42.4
GCN 2025.11		42.3
GAT 2025.11		40.6