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ResearchFormerly WizWand

Graph property prediction on PCQM4M-LSC (train)

0.0582MAEGraphormer
0.0283920.2295960.43080.632004Jun 9, 2021Feb 12, 2022Oct 18, 2022Jun 23, 2023Feb 26, 2024Oct 31, 2024Jul 6, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Graphormer2025.070.0582
Graphormer#param.=47.1M2021.060.0582
OmniVec22025.070.0594
GraphormerSMALLmodel_size=Small2025.070.0778
Graphormer SMALL#param.=12.5M2021.060.0778
Graph Transformer2025.070.0944
GT#param.=0.6M2021.060.0944
Graph Transformer-Widemodel_variant=Wide2025.070.0955
GT-Wide#param.=83.2M2021.060.0955
DeeperGCN-VN#param.=25.5M2021.060.1059
GIN-VN#param.=6.7M2021.060.115
GIN#param.=3.8M2021.060.1203
GCN-VN#param.=4.9M2021.060.1225
GINE-VN#param.=13.2M2021.060.1248
GCN#param.=2.0M2021.060.1318
Meta-Transformer-B16Fbackbone=B16F2025.070.8034