Multivariate Time Series Forecasting on ETTm1 Horizon 720 (test)
0.407MSEMoment (2024)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Moment (2024)CoRA=true2026.03 | 0.407 | 0.403 | |
| TTM (2024)CoRA=true2026.03 | 0.413 | 0.411 | |
| Moment (2024)CoRA=false2026.03 | 0.416 | 0.417 | |
| TTM (2024)CoRA=false2026.03 | 0.422 | 0.413 | |
| TimeXerBackbone=TimeXer, Residual Correction=None2025.12 | 0.4524 | 0.4413 | |
| PatchTSTBackbone=PatchTST, Residual Correction=None2025.12 | 0.4586 | 0.4451 | |
| TimeXer + CRCBackbone=TimeXer, Residual Correction=CRC2025.12 | 0.4616 | 0.448 | |
| PatchTST + CRCBackbone=PatchTST, Residual Correction=CRC2025.12 | 0.4618 | 0.4513 | |
| DLinear + CRCBackbone=DLinear, Residual Correction=CRC2025.12 | 0.4672 | 0.4553 | |
| DLinearBackbone=DLinear, Residual Correction=None2025.12 | 0.473 | 0.4509 | |
| TimesNetBackbone=TimesNet, Residual Correction=None2025.12 | 0.4879 | 0.461 | |
| TimesNet + CRCBackbone=TimesNet, Residual Correction=CRC2025.12 | 0.4911 | 0.464 | |
| Timer (2024)CoRA=true2026.03 | 0.747 | 0.549 | |
| Timer (2024)CoRA=false2026.03 | 0.75 | 0.56 |