Graph Classification on Triangles 45K (T-large)
58.96AccuracyGraphGPT-B
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Reddit-threads, Internal dataset2023.12 | 58.96 | |
| Transformer-RWSEParams=0.2M2023.12 | 54.76 | |
| GraphGPT-BParams=113.5M, Pre-training=Reddit-threads, Internal dataset2023.12 | 52.33 | |
| GraphGPT-MParams=33.7M, Pre-training=Triangles, Reddit-threads, Internal dataset2023.12 | 51.72 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Internal dataset2023.12 | 50.07 | |
| GraphormerParams=0.2M2023.12 | 42.34 | |
| GraphGPT-BParams=113.5M, Pre-training=Random graphs2023.12 | 40.79 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Reddit-threads2023.12 | 39.62 | |
| GraphGPT-BParams=113.5M, Pre-training=Internal dataset2023.12 | 38.8 | |
| GraphGPT-BParams=113.5M, Pre-training=Reddit-threads2023.12 | 37.68 | |
| GINParams=0.15M2023.12 | 33.54 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Reddit-threads, Random graphs2023.12 | 33.45 | |
| GraphGPT-BParams=113.5M, Pre-training=ogbl-ppa2023.12 | 26.94 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles2023.12 | 26.51 | |
| GraphGPT-BParams=113.5M, Pre-training=ogbn-proteins2023.12 | 23.45 | |
| GraphGPT-BParams=113.5M, Pre-training=PCQM4M-v22023.12 | 17.38 | |
| GET-BParams=113.5M, Pre-training=None2023.12 | 13.99 | |
| Transformer-LapPEParams=0.2M2023.12 | 10.64 | |
| TransformerParams=0.2M2023.12 | 10.01 |