| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Synthetic (test) | SID16 | 101 | 3mo ago | ||
| Synthetic DAGs (100 nodes, 400 edges) v1 | SparseRC | SHD60 | 51 | 3mo ago | |
| Synthetic DAG Data | SparseRC | Runtime (s)101.8 | 26 | 3mo ago | |
| ER2 graph models | DAGMA | SHD37.77 | 14 | 3mo ago | |
| Synthetic Large DAGs | SparseRC | Runtime (s)21 | 12 | 3mo ago | |
| Child | Structural Hamming Distance (SHD)0 | 10 | 1mo ago | ||
| Synthetic GP | MARLIN | TPR92 | 9 | 2mo ago | |
| Synthetic QR | MARLIN | TPR94 | 9 | 2mo ago | |
| Andes | Structural Hamming Distance (SHD)85 | 6 | 3mo ago | ||
| Insurance | CausalSAGE | SHD13 | 6 | 3mo ago | |
| Syntren | NOTEARS | SHD33 | 5 | 15d ago | |
| ARTH150 | TriOpt w/o SM | Structural Hamming Distance (SHD)135 | 5 | 15d ago | |
| Synthetic log-linear complex structures (p=30, d=2) | H-MRS | SHD15 | 4 | 1mo ago | |
| Synthetic log-linear complex structures (p=20, d=2) | H-MRS | SHD3 | 4 | 1mo ago | |
| Synthetic log-linear complex structures p=10, d=2 | H-MRS | SHD2 | 4 | 1mo ago | |
| Link | CausalSAGE | SHD645 | 3 | 3mo ago |
