Time Series Forecasting on FNF: Forecast with News 2024b
0.005Bitcoin Price MSEREST-TS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| REST-TSBackbone=PatchTST2026.06 | 0.005 | — | 0.681 | — | 0.177 | — | |
| REST-TSBackbone=iTransformer2026.06 | 0.006 | — | 0.633 | — | 0.17 | — | |
| TaTSBackbone=PatchTST2026.06 | 0.006 | — | 0.675 | — | 0.185 | — | |
| TaTSBackbone=iTransformer2026.06 | 0.006 | — | 0.644 | — | 0.179 | — | |
| MMTSFBackbone=iTransformer2026.06 | 0.011 | — | 0.651 | — | 0.183 | — | |
| MMTSFBackbone=PatchTST2026.06 | 0.013 | — | 0.704 | — | 0.195 | — | |
| TaTS (ours) + PatchTSTBackbone=PatchTST, Augmentation Framework=TaTS2025.02 | 2.339 | 1.045 | 17.964 | 2.653 | 0.254 | 0.358 | |
| TaTS (ours) + iTransformerBackbone=iTransformer, Augmentation Framework=TaTS2025.02 | 2.609 | 1.112 | 17.744 | 2.712 | 0.28 | 0.396 | |
| GPT4MTSBackbone=GPT4MTS2025.02 | 2.721 | 1.152 | 19.26 | 2.827 | 0.296 | 0.395 | |
| TaTS (ours) + FiLMBackbone=FiLM, Augmentation Framework=TaTS2025.02 | 2.775 | 1.142 | 18.11 | 2.772 | 0.266 | 0.377 | |
| ChatTimeBackbone=ChatTime2025.02 | 3.59 | 1.344 | 20.748 | 2.909 | 0.532 | 0.566 | |
| TCNBackbone=TCN2025.02 | 57.826 | 6.744 | 21.626 | 2.842 | 0.516 | 0.564 | |
| N-BEATSBackbone=N-BEATS2025.02 | 141.738 | 10.355 | 22.233 | 3.017 | 0.416 | 0.496 | |
| N-HiTSBackbone=N-HiTS2025.02 | 159.019 | 10.535 | 23.263 | 3.011 | 0.364 | 0.468 |