Time-series forecasting on Synthetic dataset 10,000 examples (test)
0.059RMSETemporal Fusion Transformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Temporal Fusion TransformerSHAP values=no2025.12 | 0.059 | 5.2 | 0.01 | |
| TransformerSHAP values=no2025.12 | 0.059 | 0.9 | 0.01 | |
| Transformer + Permutation ExplainerSHAP values=approximate2025.12 | 0.059 | 0.9 | 1,124.16 | |
| Transformer + Custom MaskerSHAP values=approximate2025.12 | 0.059 | 0.9 | 7.84 | |
| SHAPformerSHAP values=exact2025.12 | 0.06 | 10.55 | 21.9 | |
| XGBoostSHAP values=no2025.12 | 0.119 | 0.01 | 0 | |
| Linear RegressionSHAP values=no2025.12 | 0.149 | 0 | 0 | |
| Persistence baselineSHAP values=no2025.12 | 0.152 | — | — |