Climate
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Discovery | Climate linear synthetic | Dtop4.42 | 17 | |
| Causal order recovery | Climate non-linear synthetic | D_top0.4 | 9 | |
| Estimating causal orders | Climate linear synthetic standard | SHD0 | 9 | |
| Causal Order Estimation | Climate non-linear synthetic | SHD7.67 | 9 | |
| Time-series forecasting | Climate Time-MMD | MSE0.92 | 9 | |
| Total Effect Estimation | Climate | Epsilon ATE0.01 | 8 | |
| Causal Discovery | Climate linear synthetic data | SHD0 | 8 | |
| Causal Discovery | Climate (test) | AUC0.989 | 7 | |
| Constrained Regression | Climate Temperature | RMSE1.612 | 7 | |
| Regime identification | Climate | Regime Accuracy97.5 | 4 | |
| Forecasting | Climate | MSE1.016 | 3 | |
| Cross-domain Localization | Climate (ENSO) | Regime Accuracy88.8 | 1 | |
| Regime Classification | Climate cross-domain | Regime Accuracy75 | 1 |
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