Temperature Prediction on LargeST USA-Canada Vancouver station (test)
1.021MAE (4h)FATE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FATE2024.08 | 1.021 | 1.217 | 1.346 | 1.131 | 1.464 | 1.66 | 1.844 | 2.238 | |
| iTransformer2024.08 | 1.123 | 1.487 | 1.435 | 1.345 | 1.67 | 1.91 | 2.456 | 2.847 | |
| DLinear2024.08 | 1.134 | 1.556 | 1.567 | 1.567 | 1.89 | 2.465 | 2.967 | 3.653 | |
| TimesNet2024.08 | 1.145 | 1.567 | 1.678 | 1.89 | 2.789 | 2.908 | 3.678 | 3.98 | |
| Transformer2024.08 | 1.238 | 1.858 | 1.987 | 2.146 | 2.566 | 5.787 | 6.617 | 7.748 | |
| Autoformer2024.08 | 1.258 | 1.982 | 2.682 | 2.695 | 2.578 | 4.598 | 6.395 | 6.087 | |
| LSTM2024.08 | 1.311 | 1.834 | 2.039 | 2.21 | 2.917 | 5.712 | 6.97 | 8.237 | |
| ConvLSTM2024.08 | 1.338 | 1.829 | 1.992 | 2.194 | 2.967 | 5.553 | 6.571 | 7.99 | |
| Stationary2024.08 | 1.354 | 1.43 | 2.058 | 2.89 | 3.05 | 4.987 | 6.201 | 7.845 | |
| Crossformer2024.08 | 1.456 | 1.59 | 1.678 | 1.99 | 1.678 | 3.989 | 4.786 | 5.257 | |
| SCINet2024.08 | 1.458 | 2.905 | 1.89 | 1.87 | 2.88 | 5.456 | 6.873 | 8.293 | |
| 3D CNN2024.08 | 1.499 | 1.896 | 2.131 | 2.329 | 3.704 | 5.95 | 7.455 | 8.879 | |
| TiDE2024.08 | 1.555 | 1.728 | 1.43 | 1.789 | 2.278 | 3.278 | 3.987 | 4.89 | |
| PatchTST2024.08 | 1.568 | 1.789 | 1.64 | 2.18 | 1.764 | 4.234 | 5.239 | 3.923 | |
| FEDformer2024.08 | 1.59 | 1.563 | 1.992 | 2.809 | 3.556 | 5.679 | 6.163 | 6.946 | |
| RLinear2024.08 | 1.673 | 1.256 | 1.89 | 2.45 | 2.99 | 4.678 | 5.987 | 6.289 |