Syntren
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Discovery | Syntren | F1 Score34.4 | 22 | |
| Causal Ordering | Syntren | ODR33 | 12 | |
| Edge Prediction | Syntren | AUROC80.1 | 9 | |
| Markov boundary discovery | SynTReN Real Semi-real network | nDCG68.36 | 7 | |
| Causal Discovery | SynTReN Real Semi-real | SHD19 | 6 | |
| DAG learning | Syntren | SHD33 | 5 | |
| Causal Structure Learning | SynTReN | SHD22.4 | 5 | |
| Causal Discovery | Syntren semi-synthetic d = 20 | E-SHD34.21 | 5 |
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