Long-term Time Series Forecasting on Electricity (MSE, MAE, DTW, TDI)
0.159MSETime-LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Time-LLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.159 | 0.253 | 4.535 | 0.015 | |
| STaTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.16 | 0.253 | 4.316 | 0.015 | |
| PatchTSTAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.162 | 0.253 | 4.553 | 0.016 | |
| DLinearAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.166 | 0.264 | 4.45 | 0.017 | |
| GPT4TSAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.167 | 0.263 | 4.5 | 0.017 | |
| Time-VLMAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.172 | 0.272 | 4.653 | 0.016 | |
| TimesNetAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.193 | 0.295 | 4.916 | 0.018 | |
| StationaryAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.193 | 0.296 | 4.935 | 0.019 | |
| TimeCMAAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.195 | 0.294 | 4.608 | 0.017 | |
| FEDformerAveraged forecasting horizons T={96, 192, 336, 720}2026.05 | 0.214 | 0.327 | 5.537 | 0.02 |