Building IoT forecasting on LBNL59 (test)
0.475nMAETopoBrick
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TopoBrickForecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.475 | 0.976 | |
| PatchTSTForecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.478 | 1.119 | |
| iTrans.Forecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.481 | 1.188 | |
| DLinearForecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.495 | 1.241 | |
| FITSForecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.505 | 1.288 | |
| Chronos-2Forecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.519 | 1.351 | |
| TimesFM2.0Forecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.546 | 1.543 | |
| Moirai2.0Forecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.578 | 1.551 | |
| PatchTSTForecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.626 | 1.826 | |
| DLinearForecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.636 | 1.93 | |
| iTrans.Forecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.639 | 1.909 | |
| TopoBrickForecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.64 | 1.691 | |
| FITSForecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.646 | 1.983 | |
| PersistenceForecast Horizon (H)=24, Evaluation Protocol=Naive2026.07 | 0.653 | 2.016 | |
| Chronos-2Forecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.688 | 2.22 | |
| PatchTSTForecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.714 | 2.253 | |
| iTrans.Forecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.716 | 2.287 | |
| DLinearForecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.716 | 2.328 | |
| FITSForecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.722 | 2.348 | |
| TopoBrickForecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.725 | 2.064 | |
| TimesFM2.0Forecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.749 | 2.595 | |
| DLinearForecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.753 | 2.423 | |
| PatchTSTForecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.757 | 2.403 | |
| iTrans.Forecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.757 | 2.429 | |
| Chronos-2Forecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.759 | 2.565 | |
| TopoBrickForecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.768 | 2.228 | |
| FITSForecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.775 | 2.515 | |
| Chronos-2Forecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.793 | 2.619 | |
| Moirai2.0Forecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.795 | 2.487 | |
| TimesFM2.0Forecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.865 | 3.277 | |
| Moirai2.0Forecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.901 | 2.967 | |
| TimesFM2.0Forecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.917 | 3.406 | |
| Moirai2.0Forecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.953 | 3.164 | |
| PersistenceForecast Horizon (H)=48, Evaluation Protocol=Naive2026.07 | 0.961 | 3.907 | |
| SNaiveForecast Horizon (H)=96, Evaluation Protocol=Naive2026.07 | 1.033 | 11.713 | |
| PersistenceForecast Horizon (H)=96, Evaluation Protocol=Naive2026.07 | 1.075 | 4.32 | |
| SNaiveForecast Horizon (H)=72, Evaluation Protocol=Naive2026.07 | 1.091 | 15.369 | |
| PersistenceForecast Horizon (H)=72, Evaluation Protocol=Naive2026.07 | 1.108 | 4.846 | |
| SNaiveForecast Horizon (H)=48, Evaluation Protocol=Naive2026.07 | 1.177 | 21.891 | |
| SNaiveForecast Horizon (H)=24, Evaluation Protocol=Naive2026.07 | 1.393 | 37.871 |