Graph Classification on Triangles T-small 45K
99.4AccuracyTransformer-RWSE
Evaluation Results
| Method | Links | |
|---|---|---|
| Transformer-RWSEParams=0.2M2023.12 | 99.4 | |
| GraphormerParams=0.2M2023.12 | 99.09 | |
| GraphGPT-BParams=113.5M, Pre-training=Internal dataset2023.12 | 99.08 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Internal dataset2023.12 | 98.68 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Reddit-threads, Internal dataset2023.12 | 98.63 | |
| GraphGPT-BParams=113.5M, Pre-training=Reddit-threads, Internal dataset2023.12 | 98.26 | |
| GraphGPT-MParams=33.7M, Pre-training=Triangles, Reddit-threads, Internal dataset2023.12 | 95.07 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles2023.12 | 92.16 | |
| GraphGPT-BParams=113.5M, Pre-training=Random graphs2023.12 | 90.93 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Reddit-threads, Random graphs2023.12 | 89.98 | |
| GraphGPT-BParams=113.5M, Pre-training=ogbn-proteins2023.12 | 86.57 | |
| GraphGPT-BParams=113.5M, Pre-training=ogbl-ppa2023.12 | 86.14 | |
| GraphGPT-BParams=113.5M, Pre-training=Triangles, Reddit-threads2023.12 | 84.83 | |
| GraphGPT-BParams=113.5M, Pre-training=Reddit-threads2023.12 | 81.38 | |
| Transformer-LapPEParams=0.2M2023.12 | 78.29 | |
| GINParams=0.15M2023.12 | 71.53 | |
| GraphGPT-BParams=113.5M, Pre-training=PCQM4M-v22023.12 | 64.28 | |
| GET-BParams=113.5M, Pre-training=None2023.12 | 32.6 | |
| TransformerParams=0.2M2023.12 | 12.08 |