Long-term Time Series Forecasting on Weather Average
0.221MSETriTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TriTSLookback window=96, Prediction length=Average2026.04 | 0.221 | 0.238 | |
| VisionTS++Lookback window=96, Prediction length=Average2026.04 | 0.224 | 0.243 | |
| TimeMixer++Lookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.226 | 0.262 | |
| VisionTSLookback window=96, Prediction length=Average2026.04 | 0.229 | 0.248 | |
| XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.237 | 0.267 | |
| MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.238 | 0.276 | |
| TimeMixerLookback window=96, Prediction length=Average2026.04 | 0.24 | 0.271 | |
| TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.24 | 0.272 | |
| LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.242 | 0.272 | |
| WPMixerLookback window=96, Prediction length=Average2026.04 | 0.245 | 0.274 | |
| FDNetLookback window=96, Prediction length=Average2026.04 | 0.246 | 0.271 | |
| iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.258 | 0.278 | |
| TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.259 | 0.286 | |
| iTransformerLookback window=96, Prediction length=Average2026.04 | 0.261 | 0.281 | |
| PatchTSTLookback window=96, Prediction length=Average2026.04 | 0.261 | 0.285 | |
| CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.264 | 0.32 | |
| DLinearLookback window=96, Prediction length=Average2026.04 | 0.265 | 0.315 | |
| PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.265 | 0.285 | |
| DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.265 | 0.315 | |
| TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.27 | 0.32 | |
| SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.292 | 0.363 | |
| FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.309 | 0.36 | |
| AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.338 | 0.382 |