| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Discovery | CausalTime Medical | AUROC90 | 10 | |
| Causal Discovery | CausalTime Traffic | AUROC71 | 10 | |
| Causal Discovery | CausalTime Medical D=40, T=19200 (test) | AUROC0.919 | 8 | |
| Causal Discovery | CausalTime Traffic D=40, T=19200 (test) | AUROC0.773 | 8 | |
| Causal Discovery | CausalTime AQI D=72, T=19200 (test) | AUROC89.2 | 8 | |
| Time Series Causal Discovery | CausalTime traffic N = 20 | AUROC53.4 | 7 | |
| Time Series Causal Discovery | CausalTime pm25 (N = 36) | AUROC75.8 | 7 | |
| Time Series Causal Discovery | CausalTime medical (N = 20) | AUROC57.5 | 7 | |
| Causal Discovery | CausalTime | AUROC75.8 | 2 |