Forecasting on bull
0.36MAETimeGAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimeGANProtocol=TSTR, Generative Method=TimeGAN, Forecaster=iTransformer2026.06 | 0.36 | — | 0.32 | — | |
| TRTRProtocol=TRTR, Forecaster=iTransformer2026.06 | 0.4 | — | 0.33 | — | |
| REGENProtocol=TSTR, Generative Method=REGEN, Forecaster=iTransformer2026.06 | 0.4 | — | 0.37 | — | |
| Chronos (Bolt)Protocol=UniCA2025.06 | 0.809 | 0.639 | 0.7 | 0.61 | |
| Chronos (Bolt)Protocol=LR2025.06 | 0.815 | 0.71 | 0.713 | 0.603 | |
| Chronos (Bolt)Protocol=SFT2025.06 | 0.825 | 0.686 | 0.744 | 0.622 | |
| TimesFMProtocol=LR2025.06 | 0.831 | 0.72 | 0.696 | 0.613 | |
| Chronos (Bolt)Protocol=ZS2025.06 | 0.835 | 0.671 | 0.753 | 0.628 | |
| TimesFMProtocol=SFT2025.06 | 0.837 | 0.697 | 0.728 | 0.631 | |
| TimesFMProtocol=ZS2025.06 | 0.842 | 0.679 | 0.73 | 0.611 | |
| Moirai2025.06 | 0.857 | 0.609 | 0.723 | 0.616 | |
| ChronosX2025.06 | 0.862 | 0.775 | 0.841 | 0.65 | |
| TTM2025.06 | 0.869 | 0.785 | 0.701 | 0.775 | |
| PatchTST2025.06 | 0.871 | 0.841 | 0.693 | 0.629 | |
| TabPFN-TS2025.06 | 0.874 | 0.762 | 0.835 | 0.634 | |
| TimesFMProtocol=UniCA2025.06 | 0.876 | 0.668 | 0.757 | 0.655 | |
| TiDE2025.06 | 0.881 | 0.836 | 0.786 | 0.676 | |
| NBEATSx2025.06 | 0.886 | 0.85 | 0.775 | 0.677 | |
| TFT2025.06 | 0.902 | 0.809 | 0.809 | 0.656 | |
| Time-MoEProtocol=UniCA2025.06 | 0.923 | 0.914 | 0.763 | 0.79 | |
| DeepAR2025.06 | 0.924 | 0.73 | 0.826 | 0.705 | |
| TimeXer2025.06 | 0.948 | 0.916 | 0.798 | 0.734 | |
| Time-MoEProtocol=ZS2025.06 | 0.968 | 0.962 | 0.823 | 0.814 |