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ResearchFormerly WizWand

Node Classification on Pubmed full-supervised

92.17AccuracyERAlignGNN
80.698883.676986.65589.6331Jul 4, 2020Jun 30, 2021Jun 26, 2022Jun 22, 2023Jun 17, 2024Jun 13, 2025Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ERAlignGNNEvaluation Protocol=Full-supervised2026.0692.17
GCNII*Setting=Full-supervised, Layers=642020.0790.3
Polynormer2025.1290.3
ParaFormerGCNAuxiliary GNN module=GCN2025.1290.3
Geom-GCN-ISetting=Full-supervised2020.0790.05
ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.1290
NFGNNLearning Setting=full-supervised2022.1289.89
LLM4NGEvaluation Protocol=Full-supervised2026.0689.83
SGFormer2025.1289.7
NAGphormer2025.1289.7
GLoGNN2025.1289.6
GCNIISetting=Full-supervised, Layers=642020.0789.57
ERAlignLLMEvaluation Protocol=Full-supervised2026.0689.55
H2GCN2025.1289.5
JKNet(Drop)Setting=Full-supervised, Layers=642020.0789.45
APPNPSetting=Full-supervised2020.0789.4
DGCType=Linear2021.0289.4
SIGN2025.1289.4
NodeFormer2025.1289.3
LocleEvaluation Protocol=Full-supervised2026.0689.22
Incep(Drop)Setting=Full-supervised, Layers=42020.0789.18
CPGNN2025.1289.1
CobFormer-TTask head module=Transformer2025.1289
JKNetSetting=Full-supervised, Layers=642020.0788.94
GPRGNNLearning Setting=full-supervised2022.1288.92
BernNetLearning Setting=full-supervised2022.1288.79
GCN2025.1288.4
BMGCNLearning Setting=full-supervised2022.1288.38
GCNSetting=Full-supervised2020.0788.13
ChebNetLearning Setting=full-supervised2022.1288.12
GCNType=Non-linear2021.0288.1
Geom-GCN-PSetting=Full-supervised2020.0788.09
APPNPLearning Setting=full-supervised2022.1287.98
GraphTrans2025.1287.8
GATSetting=Full-supervised2020.0787.62
GATType=Non-linear2021.0287.6
GPRGNN2025.1287.6
JKNet2025.1287.4
CobFormer-GTask head module=GNN2025.1287.3
GATLearning Setting=full-supervised2022.1287.25
MLP2025.1287.2
APPNP2025.1287
GCNLearning Setting=full-supervised2022.1286.65
APPNPType=Non-linear2021.0286.3
GAT2025.1286.3
FAGCNLearning Setting=full-supervised2022.1286.08
MLPLearning Setting=full-supervised2022.1285.82
Geom-GCN-SSetting=Full-supervised2020.0784.75
SGC2025.1283.5
SGCType=Linear2021.0283.3
Graphormer2025.1282.8
LINKLearning Setting=full-supervised2022.1281.14