Metric: 12 steps MAE (lower is better)
| # | Model↕ | 12 steps MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TITAN | 3.08 | No | A Time Series is Worth Five Experts: Heterogeneo... | 2024-09-26 | Code |
| 2 | T-Graphormer | 3.19 | No | T-Graphormer: Using Transformers for Spatiotempo... | 2025-01-22 | Code |
| 3 | STGM | 3.229 | No | - | - | Code |
| 4 | STD-MAE | 3.4 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 5 | DCGCN | 3.48 | No | Dynamic Causal Graph Convolutional Network for T... | 2023-06-12 | Code |