Multivariate Time Series Forecasting on ETTm1 Horizon 192 (test)
0.339MSEMoment (2024)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Moment (2024)CoRA=true2026.03 | 0.339 | 0.371 | |
| TTM (2024)CoRA=false2026.03 | 0.341 | 0.367 | |
| TTM (2024)CoRA=true2026.03 | 0.341 | 0.361 | |
| Moment (2024)CoRA=false2026.03 | 0.342 | 0.375 | |
| Timer (2024)CoRA=true2026.03 | 0.36 | 0.384 | |
| TimeXerBackbone=TimeXer, Residual Correction=None2025.12 | 0.3616 | 0.3829 | |
| TimeXer + CRCBackbone=TimeXer, Residual Correction=CRC2025.12 | 0.362 | 0.3818 | |
| Timer (2024)CoRA=false2026.03 | 0.364 | 0.39 | |
| PatchTST + CRCBackbone=PatchTST, Residual Correction=CRC2025.12 | 0.3694 | 0.3897 | |
| DLinear + CRCBackbone=DLinear, Residual Correction=CRC2025.12 | 0.3704 | 0.3859 | |
| PatchTSTBackbone=PatchTST, Residual Correction=None2025.12 | 0.3718 | 0.3917 | |
| DLinearBackbone=DLinear, Residual Correction=None2025.12 | 0.3818 | 0.3911 | |
| TimesNet + CRCBackbone=TimesNet, Residual Correction=CRC2025.12 | 0.4051 | 0.41 | |
| TimesNetBackbone=TimesNet, Residual Correction=None2025.12 | 0.4222 | 0.4142 |