Long-term forecasting on ETTm2 T=720
0.351MSELeapTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LeapTSInput sequence length=7202026.05 | 0.351 | 0.383 | |
| PhaseformerInput sequence length=7202026.05 | 0.351 | 0.379 | |
| PatchTSTInput sequence length=7202026.05 | 0.352 | 0.386 | |
| TimeBaseInput sequence length=7202026.05 | 0.352 | 0.38 | |
| FITSInput sequence length=7202026.05 | 0.352 | 0.38 | |
| SparseTSFInput sequence length=7202026.05 | 0.353 | 0.38 | |
| AMDPrediction Length (T)=7202024.06 | 0.356 | 0.382 | |
| TimeMixerPrediction Length (T)=7202024.06 | 0.359 | 0.383 | |
| TriTSLookback window=96, Prediction length=7202026.04 | 0.361 | 0.365 | |
| PatchTSTPrediction Length (T)=7202024.06 | 0.362 | 0.385 | |
| TimeMixerInput sequence length=7202026.05 | 0.38 | 0.412 | |
| VisionTS++Lookback window=96, Prediction length=7202026.04 | 0.381 | 0.388 | |
| VisionTSLookback window=96, Prediction length=7202026.04 | 0.384 | 0.392 | |
| iTransformerInput sequence length=7202026.05 | 0.387 | 0.407 | |
| MICNPrediction Length (T)=7202024.06 | 0.389 | 0.409 | |
| TimeMixerLookback window=96, Prediction length=7202026.04 | 0.391 | 0.396 | |
| MTS-MixersPrediction Length (T)=7202024.06 | 0.396 | 0.398 | |
| DLinearPrediction Length (T)=7202024.06 | 0.397 | 0.421 | |
| FDNetLookback window=96, Prediction length=7202026.04 | 0.399 | 0.397 | |
| WPMixerLookback window=96, Prediction length=7202026.04 | 0.401 | 0.399 | |
| PatchTSTLookback window=96, Prediction length=7202026.04 | 0.407 | 0.401 | |
| FEDformerPrediction Length (T)=7202024.06 | 0.41 | 0.42 | |
| iTransformerPrediction Length (T)=7202024.06 | 0.412 | 0.407 | |
| iTransformerLookback window=96, Prediction length=7202026.04 | 0.412 | 0.406 | |
| FEDformerInput sequence length=7202026.05 | 0.451 | 0.499 | |
| TimesNetPrediction Length (T)=7202024.06 | 0.497 | 0.403 | |
| DLinearLookback window=96, Prediction length=7202026.04 | 0.558 | 0.525 | |
| CrossformerInput sequence length=7202026.05 | 0.574 | 0.525 | |
| CrossformerPrediction Length (T)=7202024.06 | 0.996 | 0.75 |