Long-term forecasting on ETTh2 v1 (test)
0.288MSEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTSTInput Length (T)=96, Prediction Length (H)=962026.04 | 0.288 | 0.341 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=962026.04 | 0.29 | 0.341 | |
| TimeMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.316 | 0.384 | |
| PatchTSTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.324 | 0.381 | |
| TS-Memorybackbone=Sundial2026.02 | 0.34 | 0.378 | |
| Sundialsetting=Origin2026.02 | 0.344 | 0.38 | |
| TS-Memorybackbone=Chronos22026.02 | 0.35 | 0.378 | |
| TS-Memorybackbone=ChronosBolt2026.02 | 0.354 | 0.375 | |
| TSMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.355 | 0.401 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.363 | 0.389 | |
| TS-Memorybackbone=TimesFM2026.02 | 0.364 | 0.398 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.364 | 0.391 | |
| FredformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.365 | 0.393 | |
| ChronosBoltsetting=Origin2026.02 | 0.367 | 0.38 | |
| ST-PTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.368 | 0.399 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.371 | 0.399 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.371 | 0.399 | |
| TimesNetAveraged over horizons={96, 192, 336, 720}2026.04 | 0.371 | 0.404 | |
| AttraosInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.372 | 0.399 | |
| RWKV-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.375 | 0.402 | |
| Chronos2setting=Origin2026.02 | 0.376 | 0.383 | |
| PatchTSTInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.38 | 0.406 | |
| S-MambaInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.381 | 0.407 | |
| InvTrmInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.383 | 0.407 | |
| iTransformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.383 | 0.407 | |
| Mamba4TSInput length=96, Prediction horizons={96, 192, 336, 720}, Time Embedding=true2024.02 | 0.386 | 0.41 | |
| PatchTSTPrediction Length=Avg, Input Sequence Length=962024.06 | 0.387 | 0.407 | |
| GPT-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.389 | 0.414 | |
| KoopaInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.397 | 0.417 | |
| TimesFMsetting=Origin2026.02 | 0.402 | 0.409 | |
| TimeMachineInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.407 | 0.422 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.412 | 0.425 | |
| AffirmInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.417 | 0.44 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.42 | 0.44 | |
| DLinearInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.564 | 0.52 | |
| CrossformerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.564 | 0.548 |