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ResearchFormerly WizWand

Graph-level Classification on ogbg-molhiv (test)

82.47AUROCSigGate-GT
70.499673.607376.71579.8227Mar 17, 2024Jul 22, 2024Nov 26, 2024Apr 2, 2025Aug 7, 2025Dec 12, 2025Apr 19, 2026
Updated 3mo ago

Evaluation results

MethodLinks
SigGate-GT2026.0482.47
Exphormer2026.0480.75
EGTpre-trained=true, additional pretraining datasets=true2025.0280.6
Graphormerpre-trained=true, additional pretraining datasets=true2025.0280.51
Graphormer2026.0480.51
GatedGCN+enhanced=true2025.0280.4
Subgraphormer2025.0280.38
GSSC2025.0280.35
GCN+enhanced=true2025.0280.12
Graph ViT/MLP-Mixer2025.0279.97
GECO2025.0279.8
GIN+enhanced=true2025.0279.28
PNA2026.0479.05
Specformer2025.0278.89
GraphGPS2025.0278.8
GraphGPS2026.0478.8
TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.0978.8
DeeperGCN2026.0478.58
WIREModel Architecture=Performer, Complexity=O(N)2025.0978.5
GRIT2025.0278.35
GIN2025.0278.35
Exphormer2025.0278.34
GIN-GUMPClasses=Ours2024.0377.89
SAN2025.0277.85
PerformerComplexity=O(N), Positional Encoding=Baseline2025.0977.6
GraphGPSArchitecture Category=Graph Transformers2025.0877.5
GRITClasses=K-hop MP2024.0377.07
GatedGCN2025.0276.87
Q-WL-RFArchitecture Category=Ours2025.0876.7
GPSClasses=Transformer2024.0376.62
ExphormerArchitecture Category=Graph Transformers2025.0876.4
GCN+Architecture Category=GNNs2025.0876.3
GTRClasses=Rewiring2024.0376.07
GCN2025.0276.06
GCN2026.0476.06
Kiani et al.Classes=–2024.0375.48
DIGLClasses=Rewiring2024.0375.16
SDRFClasses=Rewiring2024.0375
GIN+Architecture Category=GNNs2025.0874.7
GCNClasses=–2024.0374.47
FoSRClasses=Rewiring2024.0373.42
GRANDClasses=Diffusion2024.0373.29
ADGNClasses=Diffusion2024.0373.21
Ortho-GConvClasses=–2024.0370.96