Time Series Forecasting on Monash Weather H=30 (test)
1.941MAEChronos + TDA + Sheaf
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Chronos + TDA + SheafBackbone=Chronos 2.0, Model=TopoPrimer2026.05 | 1.941 | 27.773 | |
| TimesFM + TDA + SheafBackbone=TimesFM 2.5, Model=TopoPrimer2026.05 | 1.974 | 27.875 | |
| Transformer + TDA + SheafBackbone=Transformer, Model=TopoPrimer2026.05 | 2.004 | 25.143 | |
| Chronos Vanilla AdapterBackbone=Chronos 2.0, Mode=Vanilla Adapter2026.05 | 2.015 | 28.487 | |
| Chronos + TDABackbone=Chronos 2.0, Topological Component=TDA2026.05 | 2.031 | 28.381 | |
| TimesFM Zero-ShotBackbone=TimesFM 2.5, Mode=Zero-Shot2026.05 | 2.032 | 28.032 | |
| TimesFM Vanilla AdapterBackbone=TimesFM 2.5, Mode=Vanilla Adapter2026.05 | 2.038 | 28.173 | |
| TimesFM + TDABackbone=TimesFM 2.5, Topological Component=TDA2026.05 | 2.067 | 28.212 | |
| Transformer + TDABackbone=Transformer, Topological Component=TDA2026.05 | 2.17 | 26.182 | |
| TransformerBackbone=Transformer2026.05 | 2.175 | 25.935 | |
| Chronos Zero-ShotBackbone=Chronos 2.0, Mode=Zero-Shot2026.05 | 2.344 | 29.776 |