Time Series Forecasting on Exchange (Normalized MSE)
0.0857Normalized MSEiTransformer
Evaluation Results
| Method | Links | |
|---|---|---|
| iTransformerModel Category=Traditional2025.06 | 0.0857 | |
| Time-R1Model Category=Ours2025.06 | 0.0866 | |
| TimesFMModel Category=Traditional2025.06 | 0.0873 | |
| TimeMixerModel Category=Traditional2025.06 | 0.0875 | |
| WPMixerModel Category=Traditional2025.06 | 0.0877 | |
| PatchTSTModel Category=Traditional2025.06 | 0.0879 | |
| DLinearModel Category=Traditional2025.06 | 0.0881 | |
| TimeXerModel Category=Traditional2025.06 | 0.0911 | |
| GPT4TSModel Category=LLM-based2025.06 | 0.0947 | |
| MomentModel Category=Traditional2025.06 | 0.0987 | |
| CrossTimeNetModel Category=LLM-based2025.06 | 0.1009 | |
| TimeLLMModel Category=LLM-based2025.06 | 0.1207 | |
| AutoFormerModel Category=Traditional2025.06 | 0.1565 | |
| DeepSeek-R1Model Category=LLM-based2025.06 | 0.1589 |