Forecasting on Wind
0.175MAEPatchTST + LIFT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PatchTST + LIFTBackbone=PatchTST, Forecasting Horizon=24, LIFT enhancement=true2024.01 | 0.175 | 0.131 | 3.8 | |
| PatchTSTBackbone=PatchTST, Forecasting Horizon=24, LIFT enhancement=false2024.01 | 0.179 | 0.137 | — | |
| Time-R1Method Category=Ours2025.06 | 15.1095 | — | — | |
| Cast-R12026.02 | 16.125 | 1,331.51 | — | |
| Chronos-22026.02 | 17.182 | 1,764.15 | — | |
| WPMixerMethod Category=Traditional2025.06 | 18.1034 | — | — | |
| iTransformer2026.02 | 18.186 | 1,591.64 | — | |
| iTransformerMethod Category=Traditional2025.06 | 18.1864 | — | — | |
| ConvTimeNet2026.02 | 18.343 | 1,660.13 | — | |
| TimesFMMethod Category=Traditional2025.06 | 18.3456 | — | — | |
| TimeXerMethod Category=Traditional2025.06 | 18.4876 | — | — | |
| TimeLLMMethod Category=LLM-based2025.06 | 18.489 | — | — | |
| GPT4TSMethod Category=LLM-based2025.06 | 18.4919 | — | — | |
| DLinearMethod Category=Traditional2025.06 | 18.6036 | — | — | |
| MomentMethod Category=Traditional2025.06 | 18.6789 | — | — | |
| TimeLLM2026.02 | 18.775 | 1,524.75 | — | |
| TimeMixerMethod Category=Traditional2025.06 | 18.8801 | — | — | |
| AutoFormerMethod Category=Traditional2025.06 | 19.6086 | — | — | |
| PatchTST2026.02 | 20.465 | 2,024.83 | — | |
| PatchTSTMethod Category=Traditional2025.06 | 20.4654 | — | — | |
| CrossTimeNetMethod Category=LLM-based2025.06 | 20.6205 | — | — | |
| TimesFM2026.02 | 20.898 | 1,445.52 | — | |
| TimeReasoner2026.02 | 22.559 | 1,662.55 | — | |
| OFA2026.02 | 26.557 | 2,044.332 | — | |
| ARIMA2026.02 | 28.767 | 2,166.64 | — | |
| DLinear2026.02 | 29.325 | 2,169.82 | — | |
| DeepSeek-R1Method Category=LLM-based, Zero-shot=true, Reasoning Template=true2025.06 | 30.6469 | — | — | |
| TimeXer2026.02 | 31.914 | 2,063.99 | — | |
| Prophet2026.02 | 56.059 | 8,071.24 | — |