Graph Classification on ogbg-molpcba (val)
32.54APGraphGPT-B (24 layers)
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphGPT-B (24 layers)Params=227.3M, Pre-trained on PCQM4M-v2=true, Layers=242023.12 | 32.54 | |
| Graphormer-LParams=119.5M, Pre-trained on PCQM4M-v2=true2023.12 | 32.27 | |
| GraphGPT-B (12 layers)Params=113.6M, Pre-trained on PCQM4M-v2=true, Layers=122023.12 | 32.27 | |
| GraphGPT-MParams=37.7M, Pre-trained on PCQM4M-v2=true2023.12 | 31.62 | |
| PDIFFParams=3.84M, Pre-trained on PCQM4M-v2=false2023.12 | 31.15 | |
| PHC-GNNVirtual node=false2021.10 | 30.68 | |
| GINEVirtual node=true2021.10 | 30.65 | |
| GINE-VNParams=6.1M, Pre-trained on PCQM4M-v2=false2023.12 | 30.65 | |
| Nested GINVirtual node=true, Ensemble=true2021.10 | 30.59 | |
| NGIN-VNParams=44.19M, Pre-trained on PCQM4M-v2=false2023.12 | 30.59 | |
| Nested GINVirtual node=true2021.10 | 29.15 | |
| GINVirtual node=true2021.10 | 27.98 | |
| GCNVirtual node=true2021.10 | 24.95 | |
| GINParams=1.92M, Pre-trained on PCQM4M-v2=false2023.12 | 23.05 | |
| GCNParams=0.57M, Pre-trained on PCQM4M-v2=false2023.12 | 20.59 |