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ResearchFormerly WizWand

Node Classification on ogbn-papers100M

69.67AccuracyGAMLP+RLU
46.342852.398958.45564.5111Oct 29, 2021Aug 4, 2022May 10, 2023Feb 14, 2024Nov 19, 2024Aug 25, 2025Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GAMLP+RLUInput Features=GIANT-XRT2021.1069.67
GAMLPInput Features=GIANT-XRT2021.1069.16
GAMLP+RLUInput Features=OGB-feat2021.1068.25
GAMLPInput Features=OGB-feat2021.1067.71
FilterMoE2026.0667.57
ChebNetIIpre-propagation=performed once (no per-epoch message passing)2026.0667.18
GAMLP+RLUInput Features=BERT*2021.1067.15
NFGNNscalable=true2022.1267.11
HOGA2026.0666.86
GAMLP2026.0666.45
GAMLPInput Features=BERT*2021.1066.25
SGCInput Features=GIANT-XRT2021.1066.1
SIGN2026.0666.06
GOAT + HDSE2023.0866.04
SGFormer2023.0866.01
GPRGNN2026.0665.89
GraphSAGE2026.0665.79
GPRGNNscalable=true2022.1265.76
BernNetscalable=true2022.1265.12
SIGN2023.0865.11
GOAT2023.0865.05
Gapformer2023.0864.73
NodeFormer2023.0864.18
GAT2023.0863.47
SGCInput Features=OGB-feat2021.1063.29
SGC2023.0863.29
GCN2026.0663.29
GCN2023.0862.04
SGCInput Features=BERT*2021.1061.69
MLPInput Features=GIANT-XRT2021.1061.1
LINKX2026.0656.23
MLPInput Features=OGB-feat2021.1047.24
MLPInput Features=BERT*2021.1047.24