Spatio-temporal forecasting on Synthetic spatio-temporal T=500 (test)
4.5RMSEFull Kriging (Oracle)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full Kriging (Oracle)Params=N/A, Compute cost=30m2025.12 | 4.5 | 2.8 | 2.1 | |
| Geo-Transformer (trained)Params=121k, Compute cost=1.2h2025.12 | 5.25 | 2.72 | 2.35 | |
| DCRNN (SOTA)Params=55k, Compute cost=2h2025.12 | 5.38 | 2.77 | — | |
| Vanilla TransformerParams=120k, Compute cost=1.5h2025.12 | 5.8 | 2.95 | 3.5 | |
| Historical averageParams=0, Compute cost=≈ 0s2025.12 | 7.8 | 4.1 | — |