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ResearchFormerly WizWand

Node Classification on Cora (full-supervised)

90.75AccuracyERAlignGNN
72.18677.005581.82586.6445Dec 7, 2022Jul 8, 2023Feb 6, 2024Sep 7, 2024Apr 8, 2025Nov 7, 2025Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ERAlignGNNEvaluation Protocol=Full-supervised2026.0690.75
NFGNNLearning Setting=full-supervised2022.1289.82
ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.1289.4
ERAlignLLMEvaluation Protocol=Full-supervised2026.0689.2
NodeFormer2025.1288.7
ParaFormerGCNAuxiliary GNN module=GCN2025.1288.7
GPRGNNLearning Setting=full-supervised2022.1288.57
FAGCNLearning Setting=full-supervised2022.1288.57
GPRGNN2025.1288.5
CobFormer-GTask head module=GNN2025.1288.4
GLoGNN2025.1288.3
APPNPLearning Setting=full-supervised2022.1288.2
NAGphormer2025.1288.2
CobFormer-TTask head module=Transformer2025.1288.2
GATLearning Setting=full-supervised2022.1288.13
SGFormer2025.1288.1
BernNetLearning Setting=full-supervised2022.1288.06
GAT2025.1288
APPNP2025.1288
H2GCN2025.1287.9
Polynormer2025.1287.9
BMGCNLearning Setting=full-supervised2022.1287.49
LLM4NGEvaluation Protocol=Full-supervised2026.0687.24
CPGNN2025.1287.2
GCN2025.1287.1
JKNet2025.1287
GCNLearning Setting=full-supervised2022.1286.99
GraphTrans2025.1286.7
SGC2025.1286.6
LocleEvaluation Protocol=Full-supervised2026.0686.52
SIGN2025.1286.5
ChebNetLearning Setting=full-supervised2022.1286.36
LINKLearning Setting=full-supervised2022.1280.88
MLPLearning Setting=full-supervised2022.1277.37
MLP2025.1275.7
Graphormer2025.1272.9