Metric: 12 steps MAPE (higher is better)
| # | Model↕ | 12 steps MAPE▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DCGCN | 9.94 | No | Dynamic Causal Graph Convolutional Network for T... | 2023-06-12 | Code |
| 2 | STD-MAE | 9.59 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 3 | STGM | 9.39 | No | - | - | Code |
| 4 | T-Graphormer | 8.62 | No | T-Graphormer: Using Transformers for Spatiotempo... | 2025-01-22 | Code |
| 5 | TITAN | 8.43 | No | A Time Series is Worth Five Experts: Heterogeneo... | 2024-09-26 | Code |