Time Series Forecasting on ETTm1 (MAE)
1.651MAETime-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| Time-R1Method Category=Ours2025.06 | 1.651 | |
| iTransformerMethod Category=Traditional2025.06 | 1.6609 | |
| TimeMixerMethod Category=Traditional2025.06 | 1.7103 | |
| TimesFMMethod Category=Traditional2025.06 | 1.7345 | |
| WPMixerMethod Category=Traditional2025.06 | 1.7502 | |
| MomentMethod Category=Traditional2025.06 | 1.7654 | |
| TimeXerMethod Category=Traditional2025.06 | 1.7785 | |
| DLinearMethod Category=Traditional2025.06 | 1.7815 | |
| DeepSeek-R1Method Category=LLM-based, Zero-shot=true, Reasoning Template=true2025.06 | 1.8876 | |
| PatchTSTMethod Category=Traditional2025.06 | 1.9446 | |
| TimeLLMMethod Category=LLM-based2025.06 | 1.9626 | |
| GPT4TSMethod Category=LLM-based2025.06 | 1.9635 | |
| CrossTimeNetMethod Category=LLM-based2025.06 | 1.9863 | |
| AutoFormerMethod Category=Traditional2025.06 | 2.0989 |