Time Series Forecasting on Wind (Normalized MSE)
0.9949Normalized MSETime-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| Time-R1Model Category=Ours2025.06 | 0.9949 | |
| GPT4TSModel Category=LLM-based2025.06 | 0.9997 | |
| TimeXerModel Category=Traditional2025.06 | 1.0019 | |
| PatchTSTModel Category=Traditional2025.06 | 1.0037 | |
| TimeMixerModel Category=Traditional2025.06 | 1.0061 | |
| WPMixerModel Category=Traditional2025.06 | 1.0073 | |
| TimesFMModel Category=Traditional2025.06 | 1.0087 | |
| MomentModel Category=Traditional2025.06 | 1.0237 | |
| DLinearModel Category=Traditional2025.06 | 1.0289 | |
| iTransformerModel Category=Traditional2025.06 | 1.0477 | |
| CrossTimeNetModel Category=LLM-based2025.06 | 1.0519 | |
| TimeLLMModel Category=LLM-based2025.06 | 1.0989 | |
| AutoFormerModel Category=Traditional2025.06 | 1.1629 | |
| DeepSeek-R1Model Category=LLM-based2025.06 | 1.1877 |