Graph-level Classification on ogbg-molhiv (test)
82.47AUROCSigGate-GT
Evaluation Results
| Method | Links | |
|---|---|---|
| SigGate-GT2026.04 | 82.47 | |
| Exphormer2026.04 | 80.75 | |
| EGTpre-trained=true, additional pretraining datasets=true2025.02 | 80.6 | |
| Graphormerpre-trained=true, additional pretraining datasets=true2025.02 | 80.51 | |
| Graphormer2026.04 | 80.51 | |
| GatedGCN+enhanced=true2025.02 | 80.4 | |
| Subgraphormer2025.02 | 80.38 | |
| GSSC2025.02 | 80.35 | |
| GCN+enhanced=true2025.02 | 80.12 | |
| Graph ViT/MLP-Mixer2025.02 | 79.97 | |
| GECO2025.02 | 79.8 | |
| GIN+enhanced=true2025.02 | 79.28 | |
| PNA2026.04 | 79.05 | |
| Specformer2025.02 | 78.89 | |
| GraphGPS2025.02 | 78.8 | |
| GraphGPS2026.04 | 78.8 | |
| TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.09 | 78.8 | |
| DeeperGCN2026.04 | 78.58 | |
| WIREModel Architecture=Performer, Complexity=O(N)2025.09 | 78.5 | |
| GRIT2025.02 | 78.35 | |
| GIN2025.02 | 78.35 | |
| Exphormer2025.02 | 78.34 | |
| GIN-GUMPClasses=Ours2024.03 | 77.89 | |
| SAN2025.02 | 77.85 | |
| PerformerComplexity=O(N), Positional Encoding=Baseline2025.09 | 77.6 | |
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 77.5 | |
| GRITClasses=K-hop MP2024.03 | 77.07 | |
| GatedGCN2025.02 | 76.87 | |
| Q-WL-RFArchitecture Category=Ours2025.08 | 76.7 | |
| GPSClasses=Transformer2024.03 | 76.62 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 76.4 | |
| GCN+Architecture Category=GNNs2025.08 | 76.3 | |
| GTRClasses=Rewiring2024.03 | 76.07 | |
| GCN2025.02 | 76.06 | |
| GCN2026.04 | 76.06 | |
| Kiani et al.Classes=–2024.03 | 75.48 | |
| DIGLClasses=Rewiring2024.03 | 75.16 | |
| SDRFClasses=Rewiring2024.03 | 75 | |
| GIN+Architecture Category=GNNs2025.08 | 74.7 | |
| GCNClasses=–2024.03 | 74.47 | |
| FoSRClasses=Rewiring2024.03 | 73.42 | |
| GRANDClasses=Diffusion2024.03 | 73.29 | |
| ADGNClasses=Diffusion2024.03 | 73.21 | |
| Ortho-GConvClasses=–2024.03 | 70.96 |