Long-term forecasting on ETTm1 T=96
0.27MSEReNF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ReNFLook-back window=searched from {336, 512, 720}2025.09 | 0.27 | 0.325 | |
| AMDPrediction Length (T)=962024.06 | 0.284 | 0.339 | |
| PatchTSTPrediction Length (T)=962024.06 | 0.29 | 0.342 | |
| TimeMixerPrediction Length (T)=962024.06 | 0.291 | 0.34 | |
| LeapTSInput sequence length=7202026.05 | 0.292 | 0.342 | |
| PhaseformerInput sequence length=7202026.05 | 0.293 | 0.344 | |
| TimeMixerLook-back window=searched from {336, 512, 720}2025.09 | 0.293 | 0.345 | |
| PatchTSTInput sequence length=7202026.05 | 0.298 | 0.352 | |
| DLinearPrediction Length (T)=962024.06 | 0.299 | 0.343 | |
| CrossformerInput sequence length=7202026.05 | 0.306 | 0.353 | |
| TimeBaseInput sequence length=7202026.05 | 0.311 | 0.351 | |
| FITSInput sequence length=7202026.05 | 0.313 | 0.357 | |
| MICNPrediction Length (T)=962024.06 | 0.314 | 0.36 | |
| MTS-MixersPrediction Length (T)=962024.06 | 0.314 | 0.358 | |
| SparseTSFInput sequence length=7202026.05 | 0.314 | 0.359 | |
| iTransformerInput sequence length=7202026.05 | 0.315 | 0.369 | |
| CrossformerPrediction Length (T)=962024.06 | 0.316 | 0.373 | |
| FEDformerPrediction Length (T)=962024.06 | 0.326 | 0.39 | |
| TimeMixerInput sequence length=7202026.05 | 0.332 | 0.384 | |
| iTransformerPrediction Length (T)=962024.06 | 0.334 | 0.368 | |
| TimesNetPrediction Length (T)=962024.06 | 0.338 | 0.375 | |
| FEDformerInput sequence length=7202026.05 | 0.406 | 0.441 |