Multivariate long-term time series forecasting on ILI (test)
1.108MSEKOSS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KOSSPrediction length (T)=482025.12 | 1.108 | 0.545 | — | — | — | — | |
| KOSSPrediction length (T)=602025.12 | 1.119 | 0.557 | — | — | — | — | |
| KOSSPrediction length (T)=242025.12 | 1.158 | 0.506 | — | — | — | — | |
| KOSSPrediction length (T)=Avg2025.12 | 1.164 | 0.543 | — | — | — | — | |
| KOSSPrediction length (T)=362025.12 | 1.271 | 0.564 | — | — | — | — | |
| PyraformerHorizon (T)=242022.05 | 1.42 | 2.012 | — | — | — | — | |
| PatchTSTPrediction length (T)=Avg2025.12 | 1.48 | 0.807 | — | — | — | — | |
| TimeMixerPrediction length (T)=Avg2025.12 | 1.589 | 0.888 | — | — | — | — | |
| KoopaForecast Length (H)=24, Lookback Length (T)=482023.05 | 1.621 | 0.8 | — | — | — | — | |
| NLinearHorizon (T)=242022.05 | 1.683 | 0.858 | — | — | — | — | |
| KoopaForecast Length (H)=60, Lookback Length (T)=1202023.05 | 1.743 | 0.891 | — | — | — | — | |
| PatchTSTHorizon=602025.09 | 1.758 | 0.863 | 0.753 | 0.675 | — | — | |
| KoopaForecast Length (H)=48, Lookback Length (T)=962023.05 | 1.768 | 0.903 | — | — | — | — | |
| KoopaForecast Length (H)=36, Lookback Length (T)=722023.05 | 1.803 | 0.855 | — | — | — | — | |
| NLinearHorizon (T)=602022.05 | 1.819 | 0.917 | — | — | — | — | |
| N-HitsPrediction Length=242022.05 | 1.862 | 0.869 | — | — | — | — | |
| FiLMPrediction Length=482022.05 | 1.868 | 0.896 | — | — | — | — | |
| FiLMPrediction Length (O)=482022.05 | 1.868 | 0.896 | — | — | — | — | |
| PatchTSTForecast Length (H)=48, Lookback Length (T)=962023.05 | 1.916 | 0.896 | — | — | — | — | |
| TimeMixerHorizon=722025.09 | 1.928 | 0.938 | 0.714 | 0.781 | — | — | |
| FiLMPrediction length (T)=Avg2025.12 | 1.969 | 0.89 | — | — | — | — | |
| FiLMPrediction Length=242022.05 | 1.97 | 0.875 | — | — | — | — | |
| FiLMPrediction Length (O)=242022.05 | 1.97 | 0.875 | — | — | — | — | |
| PatchTSTForecast Length (H)=60, Lookback Length (T)=1202023.05 | 1.981 | 0.917 | — | — | — | — | |
| FiLMPrediction Length=362022.05 | 1.982 | 0.859 | — | — | — | — | |
| FiLMPrediction Length (O)=362022.05 | 1.982 | 0.859 | — | — | — | — | |
| TimesNetHorizon=722025.09 | 1.994 | 0.974 | 0.697 | 0.742 | — | — | |
| iTransformerHorizon=602025.09 | 2.001 | 0.954 | 0.806 | 0.687 | — | — | |
| PatchTSTHorizon=722025.09 | 2.01 | 0.948 | 0.792 | 0.852 | — | — | |
| FiLMPrediction Length=602022.05 | 2.057 | 0.929 | — | — | — | — | |
| FiLMPrediction Length (O)=602022.05 | 2.057 | 0.929 | — | — | — | — | |
| PatchTSTForecast Length (H)=24, Lookback Length (T)=482023.05 | 2.063 | 0.881 | — | — | — | — | |
| N-HitsPrediction Length=362022.05 | 2.071 | 0.969 | — | — | — | — | |
| AverageHorizon=722025.09 | 2.156 | 1.001 | 0.867 | 0.828 | — | — | |
| TimesNetHorizon=602025.09 | 2.16 | 0.961 | 0.866 | 0.82 | — | — | |
| DLinearPrediction length (T)=Avg2025.12 | 2.169 | 1.041 | — | — | — | — | |
| AverageHorizon=602025.09 | 2.172 | 0.968 | 0.911 | 0.763 | — | — | |
| PatchTSTForecast Length (H)=36, Lookback Length (T)=722023.05 | 2.178 | 0.943 | — | — | — | — | |
| iTransformerHorizon=722025.09 | 2.186 | 1.033 | 1.032 | 0.847 | — | — | |
| TimesNetForecast Length (H)=60, Lookback Length (T)=1202023.05 | 2.193 | 1.003 | — | — | — | — | |
| FEDformerPrediction Length=242022.05 | 2.203 | 0.963 | — | — | — | — | |
| FEDformerPrediction Length (O)=242022.05 | 2.203 | 0.963 | — | — | — | — | |
| FEDformerPrediction Length=482022.05 | 2.209 | 0.981 | — | — | — | — | |
| FEDformerPrediction Length (O)=482022.05 | 2.209 | 0.981 | — | — | — | — | |
| FEDformerPrediction Length=362022.05 | 2.272 | 0.976 | — | — | — | — | |
| FEDformerPrediction Length (O)=362022.05 | 2.272 | 0.976 | — | — | — | — | |
| TimeMixerHorizon=602025.09 | 2.272 | 0.977 | 1.055 | 0.783 | — | — | |
| AutoformerForecast Length (H)=48, Lookback Length (T)=962023.05 | 2.322 | 1.006 | — | — | — | — | |
| N-HitsPrediction Length=482022.05 | 2.346 | 1.042 | — | — | — | — | |
| TimesNetForecast Length (H)=48, Lookback Length (T)=962023.05 | 2.37 | 1.04 | — | — | — | — | |
| MICNForecast Length (H)=60, Lookback Length (T)=1202023.05 | 2.379 | 1.04 | — | — | — | — | |
| TimesNetForecast Length (H)=36, Lookback Length (T)=722023.05 | 2.388 | 1.007 | — | — | — | — | |
| MICNForecast Length (H)=48, Lookback Length (T)=962023.05 | 2.457 | 1.085 | — | — | — | — | |
| TimesNetForecast Length (H)=24, Lookback Length (T)=482023.05 | 2.464 | 1.039 | — | — | — | — | |
| AutoformerForecast Length (H)=60, Lookback Length (T)=1202023.05 | 2.47 | 1.061 | — | — | — | — | |
| FEDformerPrediction Length=602022.05 | 2.545 | 1.061 | — | — | — | — | |
| FEDformerPrediction Length (O)=602022.05 | 2.545 | 1.061 | — | — | — | — | |
| DLinearForecast Length (H)=60, Lookback Length (T)=1202023.05 | 2.554 | 1.144 | — | — | — | — | |
| N-HitsPrediction Length=602022.05 | 2.56 | 1.073 | — | — | — | — | |
| DLinearForecast Length (H)=24, Lookback Length (T)=482023.05 | 2.624 | 1.118 | — | — | — | — | |
| DLinearHorizon=722025.09 | 2.661 | 1.114 | 1.099 | 0.919 | — | — | |
| AutoformerPrediction Length=482022.05 | 2.669 | 1.085 | — | — | — | — | |
| AutoformerPrediction Length (O)=482022.05 | 2.669 | 1.085 | — | — | — | — | |
| DLinearHorizon=602025.09 | 2.671 | 1.083 | 1.077 | 0.85 | — | — | |
| DLinearForecast Length (H)=36, Lookback Length (T)=722023.05 | 2.693 | 1.156 | — | — | — | — | |
| iTransformerPrediction length (T)=Avg2025.12 | 2.715 | 1.116 | — | — | — | — | |
| AutoformerPrediction Length=602022.05 | 2.77 | 1.125 | — | — | — | — | |
| AutoformerPrediction Length (O)=602022.05 | 2.77 | 1.125 | — | — | — | — | |
| AutoformerForecast Length (H)=36, Lookback Length (T)=722023.05 | 2.801 | 1.088 | — | — | — | — | |
| AutoformerForecast Length (H)=24, Lookback Length (T)=482023.05 | 2.831 | 1.085 | — | — | — | — | |
| FEDFormerPrediction length (T)=Avg2025.12 | 2.847 | 1.17 | — | — | — | — | |
| DLinearForecast Length (H)=48, Lookback Length (T)=962023.05 | 2.852 | 1.229 | — | — | — | — | |
| KNFForecast Length (H)=60, Lookback Length (T)=1202023.05 | 2.974 | 1.301 | — | — | — | — | |
| AutoFormerPrediction length (T)=Avg2025.12 | 3.006 | 1.161 | — | — | — | — | |
| AutoformerPrediction Length=362022.05 | 3.103 | 1.148 | — | — | — | — | |
| AutoformerPrediction Length (O)=362022.05 | 3.103 | 1.148 | — | — | — | — | |
| KNFForecast Length (H)=48, Lookback Length (T)=962023.05 | 3.287 | 1.377 | — | — | — | — | |
| MICNForecast Length (H)=36, Lookback Length (T)=722023.05 | 3.314 | 1.313 | — | — | — | — | |
| FiLMForecast Length (H)=48, Lookback Length (T)=962023.05 | 3.317 | 1.417 | — | — | — | — | |
| CrossformerPrediction length (T)=Avg2025.12 | 3.387 | 1.236 | — | — | — | — | |
| AutoformerPrediction Length=242022.05 | 3.483 | 1.287 | — | — | — | — | |
| AutoformerPrediction Length (O)=242022.05 | 3.483 | 1.287 | — | — | — | — | |
| FiLMForecast Length (H)=24, Lookback Length (T)=482023.05 | 3.59 | 1.424 | — | — | — | — | |
| KNFForecast Length (H)=24, Lookback Length (T)=482023.05 | 3.722 | 1.432 | — | — | — | — | |
| KNFForecast Length (H)=36, Lookback Length (T)=722023.05 | 3.941 | 1.448 | — | — | — | — | |
| S4Prediction Length (O)=482022.05 | 4.066 | 1.36 | — | — | — | — | |
| FiLMForecast Length (H)=60, Lookback Length (T)=1202023.05 | 4.077 | 1.444 | — | — | — | — | |
| S4Prediction Length (O)=362022.05 | 4.123 | 1.348 | — | — | — | — | |
| FiLMForecast Length (H)=36, Lookback Length (T)=722023.05 | 4.2 | 1.383 | — | — | — | — | |
| S4Prediction Length (O)=602022.05 | 4.278 | 1.41 | — | — | — | — | |
| MICNForecast Length (H)=24, Lookback Length (T)=482023.05 | 4.38 | 1.558 | — | — | — | — | |
| ReformerPrediction Length (O)=242022.05 | 4.4 | 1.382 | — | — | — | — | |
| LogTransPrediction Length (O)=242022.05 | 4.48 | 1.444 | — | — | — | — | |
| S4Prediction Length (O)=242022.05 | 4.631 | 1.484 | — | — | — | — | |
| InformerPrediction Length (O)=362022.05 | 4.755 | 1.467 | — | — | — | — | |
| InformerPrediction Length (O)=482022.05 | 4.763 | 1.469 | — | — | — | — | |
| ReformerPrediction Length (O)=362022.05 | 4.783 | 1.448 | — | — | — | — | |
| LogTransPrediction Length (O)=362022.05 | 4.799 | 1.467 | — | — | — | — | |
| LogTransPrediction Length (O)=482022.05 | 4.8 | 1.468 | — | — | — | — | |
| ReformerPrediction Length (O)=482022.05 | 4.832 | 1.465 | — | — | — | — |