| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| City-Networks Shanghai | GINE | Training Time (h)0.065 | 8 | 12d ago | |
| City-Networks Paris | GINE | Training Time (h)0.048 | 8 | 12d ago | |
| City-Networks LA | GINE | Training Time (h)0.087 | 7 | 12d ago | |
| City-Networks London | GINE | Training Time (h)0.183 | 6 | 12d ago | |
| POKEC | SIGMA | Learning Time (s)388.5 | 3 | 5d ago | |
| SNAP | SIGMA | Learning Time (s)408.2 | 3 | 5d ago | |
| TWITCH | SIGMA | Learning Time (s)236.5 | 3 | 5d ago | |
| PENN 94 | SIGMA | Learning Time (s)17.2 | 3 | 5d ago | |
| GENIUS | SIGMA | Learning Time (s)153.6 | 3 | 5d ago | |
| Large-scale Datasets Average | GloGNN | Average Speed-up4.3 | 2 | 5d ago |
