Long-term time series forecasting on Weather (MSE, MAE, DTW, TDI)
0.223MSESTaT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| STaTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.223 | 0.261 | 4.598 | 0.153 | |
| Time-VLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.224 | 0.263 | 4.898 | 0.16 | |
| Time-LLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.226 | 0.258 | 4.908 | 0.158 | |
| PatchTSTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.226 | 0.264 | 4.92 | 0.157 | |
| GPT4TSAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.237 | 0.271 | 4.708 | 0.158 | |
| DLinearAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.249 | 0.3 | 5.101 | 0.173 | |
| TimeCMAAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.257 | 0.281 | 5.262 | 0.169 | |
| TimesNetAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.259 | 0.287 | 5.29 | 0.174 | |
| StationaryAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.288 | 0.314 | 5.199 | 0.162 | |
| FEDformerAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.309 | 0.36 | 6.351 | 0.145 |