Metric: RMSE (lower is better)
| # | Model↕ | RMSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | T-Graphormer | 3.2 | No | T-Graphormer: Using Transformers for Spatiotempo... | 2025-01-22 | Code |
| 2 | TITAN | 3.79 | No | A Time Series is Worth Five Experts: Heterogeneo... | 2024-09-26 | Code |
| 3 | STD-MAE | 4.2 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 4 | Graph Wave-Net | 4.52 | No | Graph WaveNet for Deep Spatial-Temporal Graph Mo... | 2019-05-31 | Code |
| 5 | DCRNN | 4.74 | No | Diffusion Convolutional Recurrent Neural Network... | 2017-07-06 | Code |