Long-term forecasting on 9 datasets average
0.445MSETPS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TPSBackbone=PatchTST2026.04 | 0.445 | 0.388 | |
| TPSBackbone=TSMixer2026.04 | 0.447 | 0.394 | |
| Wave-Mask/MixBackbone=PatchTST2026.04 | 0.458 | 0.398 | |
| wDBABackbone=PatchTST2026.04 | 0.459 | 0.396 | |
| MBBBackbone=PatchTST2026.04 | 0.459 | 0.395 | |
| FreqAddBackbone=TSMixer2026.04 | 0.459 | 0.402 | |
| NoneBackbone=TSMixer2026.04 | 0.461 | 0.403 | |
| wDBABackbone=TSMixer2026.04 | 0.462 | 0.403 | |
| RobustTAD-m/pBackbone=TSMixer2026.04 | 0.462 | 0.401 | |
| Freq-Mask/MixBackbone=PatchTST2026.04 | 0.462 | 0.4 | |
| Wave-Mask/MixBackbone=TSMixer2026.04 | 0.463 | 0.403 | |
| RobustTAD-m/pBackbone=PatchTST2026.04 | 0.464 | 0.404 | |
| MBBBackbone=TSMixer2026.04 | 0.467 | 0.405 | |
| FreqAddBackbone=PatchTST2026.04 | 0.467 | 0.4 | |
| NoneBackbone=PatchTST2026.04 | 0.468 | 0.399 | |
| UpsampleBackbone=PatchTST2026.04 | 0.468 | 0.399 | |
| Freq-Mask/MixBackbone=TSMixer2026.04 | 0.468 | 0.405 | |
| Dominant ShuffleBackbone=PatchTST2026.04 | 0.469 | 0.402 | |
| TPSBackbone=TiDE2026.04 | 0.47 | 0.401 | |
| Dominant ShuffleBackbone=TSMixer2026.04 | 0.471 | 0.407 | |
| FreqPoolBackbone=TSMixer2026.04 | 0.473 | 0.408 | |
| FreqPoolBackbone=PatchTST2026.04 | 0.476 | 0.403 | |
| UpsampleBackbone=TSMixer2026.04 | 0.477 | 0.41 | |
| Wave-Mask/MixBackbone=TiDE2026.04 | 0.48 | 0.407 | |
| FreqAddBackbone=TiDE2026.04 | 0.481 | 0.408 | |
| NoneBackbone=TiDE2026.04 | 0.483 | 0.409 | |
| RobustTAD-m/pBackbone=TiDE2026.04 | 0.485 | 0.409 | |
| Freq-Mask/MixBackbone=TiDE2026.04 | 0.492 | 0.412 | |
| Dominant ShuffleBackbone=TiDE2026.04 | 0.493 | 0.411 | |
| TPSBackbone=DLinear2026.04 | 0.493 | 0.41 | |
| wDBABackbone=TiDE2026.04 | 0.495 | 0.417 | |
| MBBBackbone=TiDE2026.04 | 0.495 | 0.416 | |
| FreqPoolBackbone=TiDE2026.04 | 0.499 | 0.419 | |
| UpsampleBackbone=TiDE2026.04 | 0.516 | 0.423 | |
| FreqPoolBackbone=DLinear2026.04 | 0.533 | 0.437 | |
| UpsampleBackbone=DLinear2026.04 | 0.535 | 0.44 | |
| wDBABackbone=DLinear2026.04 | 0.536 | 0.433 | |
| STAugBackbone=TSMixer2026.04 | 0.54 | 0.451 | |
| Freq-Mask/MixBackbone=DLinear2026.04 | 0.54 | 0.432 | |
| RobustTAD-m/pBackbone=DLinear2026.04 | 0.541 | 0.436 | |
| MBBBackbone=DLinear2026.04 | 0.544 | 0.439 | |
| Wave-Mask/MixBackbone=DLinear2026.04 | 0.545 | 0.436 | |
| Dominant ShuffleBackbone=DLinear2026.04 | 0.545 | 0.433 | |
| TPSBackbone=LightTS2026.04 | 0.545 | 0.438 | |
| NoneBackbone=DLinear2026.04 | 0.548 | 0.439 | |
| STAugBackbone=PatchTST2026.04 | 0.548 | 0.453 | |
| FreqAddBackbone=DLinear2026.04 | 0.556 | 0.443 | |
| UpsampleBackbone=LightTS2026.04 | 0.609 | 0.464 | |
| FreqPoolBackbone=LightTS2026.04 | 0.624 | 0.471 | |
| STAugBackbone=TiDE2026.04 | 0.63 | 0.497 | |
| Dominant ShuffleBackbone=LightTS2026.04 | 0.634 | 0.472 | |
| Freq-Mask/MixBackbone=LightTS2026.04 | 0.636 | 0.475 | |
| wDBABackbone=LightTS2026.04 | 0.638 | 0.477 | |
| Wave-Mask/MixBackbone=LightTS2026.04 | 0.643 | 0.478 | |
| FreqAddBackbone=LightTS2026.04 | 0.645 | 0.481 | |
| NoneBackbone=LightTS2026.04 | 0.649 | 0.482 | |
| MBBBackbone=LightTS2026.04 | 0.651 | 0.484 | |
| RobustTAD-m/pBackbone=LightTS2026.04 | 0.651 | 0.481 | |
| STAugBackbone=DLinear2026.04 | 0.733 | 0.538 | |
| STAugBackbone=LightTS2026.04 | 0.855 | 0.583 |