Time Series Forecasting on ETTh1 -> ETTm1
0.678MSEPatchTST + xCPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PatchTST + xCPDBackbone=PatchTST, Plugin=xCPD, Forecasting Horizon=96, Look-back Horizon=96, Zero-shot Protocol=true2026.03 | 0.678 | 0.63 | — | |
| DLinear + CCMHorizon=96, Zero-shot=true2024.03 | 0.681 | 0.634 | 10.249 | |
| PatchTST + CCMHorizon=96, Zero-shot=true2024.03 | 0.698 | 0.647 | 10.249 | |
| TSMixer + xCPDBackbone=TSMixer, Plugin=xCPD, Forecasting Horizon=96, Look-back Horizon=96, Zero-shot Protocol=true2026.03 | 0.702 | 0.645 | — | |
| DLinear + xCPDBackbone=DLinear, Plugin=xCPD, Forecasting Horizon=96, Look-back Horizon=96, Zero-shot Protocol=true2026.03 | 0.702 | 0.632 | — | |
| TSMixer + CCMHorizon=96, Zero-shot=true2024.03 | 0.71 | 0.652 | 10.249 | |
| DLinearHorizon=96, Zero-shot=true2024.03 | 0.726 | 0.658 | — | |
| PatchTSTHorizon=96, Zero-shot=true2024.03 | 0.729 | 0.667 | — | |
| TSMixerHorizon=96, Zero-shot=true2024.03 | 0.763 | 0.677 | — | |
| TimesNet + CCMHorizon=96, Zero-shot=true2024.03 | 0.827 | 0.7 | 10.249 | |
| TimesNetHorizon=96, Zero-shot=true2024.03 | 0.887 | 0.718 | — | |
| DLinear + CCMHorizon=720, Zero-shot=true2024.03 | 1.138 | 0.809 | 8.016 | |
| TSMixer + CCMHorizon=720, Zero-shot=true2024.03 | 1.215 | 0.803 | 8.016 | |
| PatchTST + CCMHorizon=720, Zero-shot=true2024.03 | 1.249 | 0.795 | 8.016 | |
| TSMixerHorizon=720, Zero-shot=true2024.03 | 1.252 | 0.815 | — | |
| PatchTSTHorizon=720, Zero-shot=true2024.03 | 1.459 | 0.845 | — | |
| TimesNet + xCPDBackbone=TimesNet, Plugin=xCPD, Forecasting Horizon=720, Look-back Horizon=96, Zero-shot Protocol=true2026.03 | 1.589 | 0.952 | — | |
| TimesNet + CCMHorizon=720, Zero-shot=true2024.03 | 1.601 | 0.964 | 8.016 | |
| TimesNetHorizon=720, Zero-shot=true2024.03 | 1.623 | 0.981 | — | |
| DLinearHorizon=720, Zero-shot=true2024.03 | 1.881 | 0.948 | — |