Time Series Forecasting on M5 Household H=4 (test)
0.914MAETimesFM Zero-Shot
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimesFM Zero-ShotBackbone=TimesFM 2.5, Mode=Zero-Shot2026.05 | 0.914 | 1.443 | |
| Chronos Zero-ShotBackbone=Chronos 2.0, Mode=Zero-Shot2026.05 | 0.918 | 1.45 | |
| Chronos + TDA + SheafBackbone=Chronos 2.0, Model=TopoPrimer2026.05 | 1.025 | 1.618 | |
| TimesFM + TDA + SheafBackbone=TimesFM 2.5, Model=TopoPrimer2026.05 | 1.025 | 1.618 | |
| TimesFM + TDABackbone=TimesFM 2.5, Topological Component=TDA2026.05 | 1.034 | 1.632 | |
| TimesFM Vanilla AdapterBackbone=TimesFM 2.5, Mode=Vanilla Adapter2026.05 | 1.037 | 1.636 | |
| Chronos + TDABackbone=Chronos 2.0, Topological Component=TDA2026.05 | 1.039 | 1.641 | |
| Chronos Vanilla AdapterBackbone=Chronos 2.0, Mode=Vanilla Adapter2026.05 | 1.04 | 1.643 | |
| Transformer + TDA + SheafBackbone=Transformer, Model=TopoPrimer2026.05 | 1.827 | 0.259 | |
| Transformer + TDABackbone=Transformer, Topological Component=TDA2026.05 | 1.865 | 0.264 | |
| TransformerBackbone=Transformer2026.05 | 1.866 | 0.264 |