Time Series Forecasting on AQShunyi
0.6519Normalized MSEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTSTModel Category=Traditional2025.06 | 0.6519 | — | |
| Time-R1Model Category=Ours2025.06 | 0.6563 | — | |
| TimeXerModel Category=Traditional2025.06 | 0.6597 | — | |
| TimeMixerModel Category=Traditional2025.06 | 0.6609 | — | |
| WPMixerModel Category=Traditional2025.06 | 0.6617 | — | |
| TimesFMModel Category=Traditional2025.06 | 0.6623 | — | |
| DLinearModel Category=Traditional2025.06 | 0.6649 | — | |
| MomentModel Category=Traditional2025.06 | 0.6687 | — | |
| GPT4TSModel Category=LLM-based2025.06 | 0.6699 | — | |
| iTransformerModel Category=Traditional2025.06 | 0.6731 | — | |
| CrossTimeNetModel Category=LLM-based2025.06 | 0.6867 | — | |
| TimeLLMModel Category=LLM-based2025.06 | 0.7049 | — | |
| AutoFormerModel Category=Traditional2025.06 | 0.7119 | — | |
| DeepSeek-R1Model Category=LLM-based2025.06 | 0.7193 | — | |
| AutoFormerMethod Category=Traditional2025.06 | — | 51.4833 | |
| CrossTimeNetMethod Category=LLM-based2025.06 | — | 46.0941 | |
| DeepSeek-R1Method Category=LLM-based, Zero-shot=true, Reasoning Template=true2025.06 | — | 57.6412 | |
| DLinearMethod Category=Traditional2025.06 | — | 50.0134 | |
| GPT4TSMethod Category=LLM-based2025.06 | — | 42.3969 | |
| iTransformerMethod Category=Traditional2025.06 | — | 42.5116 | |
| MomentMethod Category=Traditional2025.06 | — | 42.1234 | |
| PatchTSTMethod Category=Traditional2025.06 | — | 42.5427 | |
| Time-R1Method Category=Ours2025.06 | — | 46.5032 | |
| TimeLLMMethod Category=LLM-based2025.06 | — | 42.3926 | |
| TimeMixerMethod Category=Traditional2025.06 | — | 40.3452 | |
| TimesFMMethod Category=Traditional2025.06 | — | 41.5678 | |
| TimeXerMethod Category=Traditional2025.06 | — | 41.4929 | |
| WPMixerMethod Category=Traditional2025.06 | — | 40.9811 |