Metric: 1 step MAE (lower is better)
| # | Model↕ | 1 step MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | STD-MAE | 5.73 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 2 | MegaCRN | 5.81 | No | Spatio-Temporal Meta-Graph Learning for Traffic ... | 2022-11-27 | Code |
| 3 | MTGNN | 5.86 | No | Connecting the Dots: Multivariate Time Series Fo... | 2020-05-24 | Code |
| 4 | GWNet | 5.91 | No | Graph WaveNet for Deep Spatial-Temporal Graph Mo... | 2019-05-31 | Code |
| 5 | PM-MemNet | 5.94 | No | Learning to Remember Patterns: Pattern Matching ... | 2021-10-20 | Code |
| 6 | AGCRN | 5.99 | No | Adaptive Graph Convolutional Recurrent Network f... | 2020-07-06 | Code |
| 7 | DCRNN | 6.04 | No | Diffusion Convolutional Recurrent Neural Network... | 2017-07-06 | Code |
| 8 | StemGNN | 6.08 | No | Spectral Temporal Graph Neural Network for Multi... | 2021-03-13 | Code |