Long-term Forecasting on ETTh1 v1 (test)
0.373MSEAdaMamba
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaMambaInput Length (T)=96, Prediction Length (H)=962026.04 | 0.373 | 0.398 | |
| TimeMachineInput Length (T)=96, Prediction Length (H)=962026.04 | 0.375 | 0.394 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=962026.04 | 0.376 | 0.399 | |
| AffirmInput Length (T)=96, Prediction Length (H)=962026.04 | 0.381 | 0.395 | |
| STDMambaInput Length (T)=96, Prediction Length (H)=962026.04 | 0.384 | 0.408 | |
| S_MambaInput Length (T)=96, Prediction Length (H)=962026.04 | 0.386 | 0.405 | |
| TS-Memorybackbone=Sundial2026.02 | 0.396 | 0.41 | |
| Sundialsetting=Origin2026.02 | 0.4 | 0.412 | |
| TS-Memorybackbone=Chronos22026.02 | 0.42 | 0.407 | |
| TS-Memorybackbone=ChronosBolt2026.02 | 0.421 | 0.414 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.428 | 0.433 | |
| AffirmInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.43 | 0.426 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.43 | 0.431 | |
| FredformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.435 | 0.426 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.441 | 0.44 | |
| Chronos2setting=Origin2026.02 | 0.442 | 0.412 | |
| AffirmInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.445 | 0.438 | |
| ChronosBoltsetting=Origin2026.02 | 0.448 | 0.419 | |
| TS-Memorybackbone=TimesFM2026.02 | 0.448 | 0.431 | |
| iTransformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.454 | 0.447 | |
| PatchTSTPrediction Length=Avg, Input Sequence Length=962024.06 | 0.469 | 0.454 | |
| STDMambaInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.469 | 0.454 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.473 | 0.455 | |
| AffirmInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.474 | 0.451 | |
| TimesFMsetting=Origin2026.02 | 0.479 | 0.442 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.49 | 0.474 | |
| AffirmInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.494 | 0.481 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.503 | 0.483 |