Time Series Forecasting on ETTh1 (Normalized MSE)
0.3793Normalized MSETime-R1
Evaluation results
| Method | Links | |
|---|---|---|
| Time-R1Model Category=Ours2025.06 | 0.3793 | |
| PatchTSTModel Category=Traditional2025.06 | 0.3817 | |
| TimeMixerModel Category=Traditional2025.06 | 0.3841 | |
| WPMixerModel Category=Traditional2025.06 | 0.3847 | |
| TimeXerModel Category=Traditional2025.06 | 0.3859 | |
| TimesFMModel Category=Traditional2025.06 | 0.3867 | |
| DLinearModel Category=Traditional2025.06 | 0.3891 | |
| GPT4TSModel Category=LLM-based2025.06 | 0.3927 | |
| iTransformerModel Category=Traditional2025.06 | 0.3963 | |
| MomentModel Category=Traditional2025.06 | 0.3971 | |
| CrossTimeNetModel Category=LLM-based2025.06 | 0.4069 | |
| TimeLLMModel Category=LLM-based2025.06 | 0.4193 | |
| AutoFormerModel Category=Traditional2025.06 | 0.4411 | |
| DeepSeek-R1Model Category=LLM-based2025.06 | 0.4473 |