Child
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Graph Discovery | Child 20 nodes, 25 edges | Accuracy46 | 36 | |
| Causal Discovery | child | F1 Score95.2 | 35 | |
| Bayesian network structure discovery | Child | SHD18 | 24 | |
| Causal discovery | Child synthetic averaged over n ∈ {500, 1000, 5000, 10000} | RNB0.14 | 11 | |
| Causal Discovery | Child discrete (test) | Precision56 | 11 | |
| DAG Learning | Child | Structural Hamming Distance (SHD)0 | 10 | |
| Causal Discovery | Child d=20, |E|=25 medium-scale (test) | Precision100 | 8 | |
| Causal Discovery | Child d=19 | Mod. SHD25.5 | 7 | |
| Directed structure recovery | child (ρ=0.4) | Directed F1 Score96 | 6 | |
| Directed structure recovery | child (ρ=0.2) | Directed-F147 | 6 | |
| DAG Structure Learning | Child | Directed Edge F186 | 6 | |
| Brain age estimation | Child Out-of-domain | MAE3.88 | 5 | |
| Brain age estimation | Child In-domain | MAE0.96 | 5 | |
| Causal Structure Learning | child ρ=0.4 | Directed-F146 | 2 | |
| Causal Structure Learning | child ρ=0.2 | Directed-F115 | 2 | |
| Causal Structure Learning | child | Precision100 | 1 | |
| Structure Learning | Child 20 nodes | Metric- | 0 |
Showing 17 of 17 rows