Time Series Forecasting on ETTh1 (MAE)
1.2325MAETime-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| Time-R1Method Category=Ours2025.06 | 1.2325 | |
| TimeMixerMethod Category=Traditional2025.06 | 1.4018 | |
| TimeLLMMethod Category=LLM-based2025.06 | 1.4286 | |
| GPT4TSMethod Category=LLM-based2025.06 | 1.4299 | |
| DeepSeek-R1Method Category=LLM-based, Zero-shot=true, Reasoning Template=true2025.06 | 1.4316 | |
| WPMixerMethod Category=Traditional2025.06 | 1.4321 | |
| TimesFMMethod Category=Traditional2025.06 | 1.4456 | |
| MomentMethod Category=Traditional2025.06 | 1.4789 | |
| DLinearMethod Category=Traditional2025.06 | 1.5116 | |
| iTransformerMethod Category=Traditional2025.06 | 1.5126 | |
| CrossTimeNetMethod Category=LLM-based2025.06 | 1.5492 | |
| TimeXerMethod Category=Traditional2025.06 | 1.5596 | |
| AutoFormerMethod Category=Traditional2025.06 | 1.5945 | |
| PatchTSTMethod Category=Traditional2025.06 | 1.6376 |