Time Series Forecasting on ECL H=96 (test)
0.193MAETransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerBackbone=Transformer2026.05 | 0.193 | 0.091 | |
| Transformer + TDA + SheafBackbone=Transformer, Model=TopoPrimer2026.05 | 0.196 | 0.091 | |
| Transformer + TDABackbone=Transformer, Topological Component=TDA2026.05 | 0.197 | 0.102 | |
| TimesFM + TDA + SheafBackbone=TimesFM 2.5, Model=TopoPrimer2026.05 | 0.289 | 0.19 | |
| Chronos + TDA + SheafBackbone=Chronos 2.0, Model=TopoPrimer2026.05 | 0.29 | 0.19 | |
| TimesFM Vanilla AdapterBackbone=TimesFM 2.5, Mode=Vanilla Adapter2026.05 | 0.3 | 0.204 | |
| TimesFM + TDABackbone=TimesFM 2.5, Topological Component=TDA2026.05 | 0.3 | 0.204 | |
| Chronos Vanilla AdapterBackbone=Chronos 2.0, Mode=Vanilla Adapter2026.05 | 0.302 | 0.205 | |
| Chronos + TDABackbone=Chronos 2.0, Topological Component=TDA2026.05 | 0.302 | 0.205 | |
| TimesFM Zero-ShotBackbone=TimesFM 2.5, Mode=Zero-Shot2026.05 | 0.58 | 0.602 | |
| Chronos Zero-ShotBackbone=Chronos 2.0, Mode=Zero-Shot2026.05 | 0.586 | 0.61 |