Climate Tipping Point Forecasting on 6-box ocean model future known freshwater flux covariates
2.831SDTW (1)TFT (ours)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TFT (ours)Training Loss=SDTW2026.05 | 2.831 | 0.0408 | 0.1604 | 0.2015 | 0.934 | 0.9763 | |
| TFT (original)Training Loss=SDTW2026.05 | 3.638 | 0.0412 | 0.1721 | 0.2241 | 0.9209 | 0.9711 | |
| TFT (ours)Training Loss=MSE2026.05 | 3.691 | 0.0399 | 0.1693 | 0.2275 | 0.8874 | 0.9716 | |
| TFT (original)Training Loss=MSE2026.05 | 4.291 | 0.0388 | 0.1635 | 0.2174 | 0.8715 | 0.9659 | |
| TiDETraining Loss=SDTW2026.05 | 32.73 | 0.125 | 0.6828 | 1.148 | — | 0.6733 | |
| TiDETraining Loss=MSE2026.05 | 33.46 | 0.1065 | 0.6718 | 1.141 | — | 0.6787 | |
| PersistenceTraining Loss=N/A2026.05 | 44.09 | 0.1206 | 0.734 | 1.256 | — | 0.6654 |