Long-term time series forecasting on Traffic (MSE, MAE, DTW, TDI)
0.388MSETime-LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Time-LLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.388 | 0.264 | 6.763 | 0.012 | |
| PatchTSTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.391 | 0.264 | 6.823 | 0.012 | |
| STaTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.396 | 0.267 | 6.742 | 0.011 | |
| GPT4TSAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.414 | 0.295 | 6.873 | 0.012 | |
| Time-VLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.419 | 0.304 | 6.972 | 0.012 | |
| DLinearAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.434 | 0.295 | 6.848 | 0.012 | |
| TimeCMAAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.538 | 0.354 | 6.364 | 0.014 | |
| FEDformerAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.61 | 0.376 | 8.402 | 0.014 | |
| TimesNetAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.62 | 0.336 | 7.745 | 0.013 | |
| StationaryAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.624 | 0.34 | 7.792 | 0.013 |