Long-term Time Series Forecasting on Weather (Efficiency)
0.004FLOPs (GB)ReNF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReNFPrediction lengths={96, 192, 336, 720}, Config=optimal2025.09 | 0.004 | — | — | 0.2 | |
| DUETPrediction lengths={96, 192, 336, 720}, Config=optimal2025.09 | 0.143 | — | — | 4.128 | |
| TimeMixerPrediction length (F)=96, Input length (T)=96, Input batch size=322025.08 | 0.62 | 132 | 13 | — | |
| KFSPrediction length (F)=96, Input length (T)=96, Input batch size=322025.08 | 1.66 | 116 | 21 | — | |
| TimeBridgePrediction lengths={96, 192, 336, 720}, Config=optimal2025.09 | 4.262 | — | — | 0.887 | |
| FEDformerPrediction length (F)=96, Input length (T)=96, Input batch size=322025.08 | 5.28 | 379 | 70 | — | |
| PatchTSTPrediction length (F)=96, Input length (T)=96, Input batch size=322025.08 | 51.28 | 807 | 70 | — | |
| TimesNetPrediction length (F)=96, Input length (T)=96, Input batch size=322025.08 | 115.85 | 1,227 | 50 | — |