Long-term Time Series Forecasting on ETTm1 (MSE, MAE, DTW, TDI)
0.329MSETime-LLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Time-LLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.329 | 0.372 | 5.813 | 0.091 | |
| STaTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.344 | 0.373 | 5.807 | 0.084 | |
| Time-VLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.351 | 0.376 | 6.263 | 0.092 | |
| PatchTSTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.351 | 0.381 | 5.887 | 0.094 | |
| GPT4TSAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.352 | 0.383 | 5.873 | 0.089 | |
| DLinearAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.357 | 0.379 | 6.046 | 0.092 | |
| TimesNetAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.4 | 0.406 | 6.6 | 0.106 | |
| FEDformerAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.448 | 0.452 | 7.176 | 0.106 | |
| TimeCMAAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.453 | 0.431 | 6.135 | 0.091 | |
| StationaryAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.481 | 0.456 | 7.04 | 0.119 |