Multivariate Time Series Forecasting on ILI
1.365MSEPathformer
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PathformerInput Length (H)=106, Prediction Length (F)=362024.02 | 1.365 | 0.727 | — | — | — | — | — | — | |
| PathformerInput Length (H)=106, Prediction Length (F)=242024.02 | 1.411 | 0.705 | — | — | — | — | — | — | |
| PathformerInput Length (H)=106, Prediction Length (F)=602024.02 | 1.418 | 0.772 | — | — | — | — | — | — | |
| PathformerInput Length (H)=106, Prediction Length (F)=482024.02 | 1.537 | 0.764 | — | — | — | — | — | — | |
| DeepEDMForecast length (H)=48, Lookback length (T)=962025.06 | 1.616 | 0.789 | — | — | — | — | — | — | |
| KoopaForecast length (H)=24, Lookback length (T)=482025.06 | 1.621 | 0.8 | — | — | — | — | — | — | |
| NLinearInput Length (H)=106, Prediction Length (F)=242024.02 | 1.683 | 0.868 | — | — | — | — | — | — | |
| NLinearInput Length (H)=106, Prediction Length (F)=362024.02 | 1.703 | 0.859 | — | — | — | — | — | — | |
| NLinearInput Length (H)=106, Prediction Length (F)=482024.02 | 1.719 | 0.884 | — | — | — | — | — | — | |
| DeepEDMForecast length (H)=60, Lookback length (T)=1202025.06 | 1.719 | 0.831 | — | — | — | — | — | — | |
| DeepEDMForecast length (H)=24, Lookback length (T)=482025.06 | 1.799 | 0.797 | — | — | — | — | — | — | |
| NLinearInput Length (H)=106, Prediction Length (F)=602024.02 | 1.819 | 0.917 | — | — | — | — | — | — | |
| N-HITSInput Length (H)=106, Prediction Length (F)=242024.02 | 1.862 | 0.869 | — | — | — | — | — | — | |
| DLinearInput Length (H)=106, Prediction Length (F)=362024.02 | 1.963 | 0.963 | — | — | — | — | — | — | |
| Dynamic TMoE2026.05 | 1.981 | 0.888 | — | — | — | — | — | — | |
| Minusformer-96Input length=36, Prediction Horizon=Average (Y1-Y4)2024.02 | 2.016 | 0.86 | 0.367 | 3.206 | 0.65 | 0.574 | 0.766 | 0.955 | |
| N-HITSInput Length (H)=106, Prediction Length (F)=362024.02 | 2.071 | 0.934 | — | — | — | — | — | — | |
| DLinearInput Length (H)=106, Prediction Length (F)=482024.02 | 2.13 | 1.024 | — | — | — | — | — | — | |
| N-HITSInput Length (H)=106, Prediction Length (F)=482024.02 | 2.134 | 0.932 | — | — | — | — | — | — | |
| N-HITSInput Length (H)=106, Prediction Length (F)=602024.02 | 2.137 | 1.968 | — | — | — | — | — | — | |
| TSLANet2026.05 | 2.209 | 0.938 | — | — | — | — | — | — | |
| PerimidFormer2026.05 | 2.21 | 0.914 | — | — | — | — | — | — | |
| DLinearInput Length (H)=106, Prediction Length (F)=242024.02 | 2.215 | 1.081 | — | — | — | — | — | — | |
| iTransformer2026.05 | 2.257 | 0.967 | — | — | — | — | — | — | |
| iTransformer-96Input length=36, Prediction Horizon=Average (Y1-Y4)2024.02 | 2.262 | 0.958 | 0.415 | 3.111 | 0.703 | 0.648 | 0.808 | 1.107 | |
| DLinearInput Length (H)=106, Prediction Length (F)=602024.02 | 2.368 | 1.096 | — | — | — | — | — | — | |
| AttraosForecast length (H)=48, Lookback length (T)=962025.06 | 2.437 | 1.084 | — | — | — | — | — | — | |
| TimeExpert2026.05 | 2.471 | 1.014 | — | — | — | — | — | — | |
| MoLE2026.05 | 2.63 | 1.044 | — | — | — | — | — | — | |
| DLinear-96Input length=36, Prediction Horizon=Average (Y1-Y4)2024.02 | 2.915 | 1.188 | 0.574 | 3.113 | 0.865 | 0.791 | 0.852 | 1.524 | |
| Autoformer-96Input length=36, Prediction Horizon=Average (Y1-Y4)2024.02 | 3.187 | 1.224 | 0.596 | 4.595 | 0.909 | 0.74 | 1.098 | 1.349 | |
| FreqMoE2026.05 | 4.083 | 1.472 | — | — | — | — | — | — | |
| Informer-96Input length=36, Prediction Horizon=Average (Y1-Y4)2024.02 | 5.208 | 1.576 | 0.792 | 2.494 | 1.183 | 0.907 | 0.848 | 2.304 |