| Synthetic DAGs | SparseRC | TPR1 | | 125 | 3mo ago |
| Real-world corpora | SCITE | F1G87.8 | | 72 | 1mo ago |
| iTAG-generated corpora | SCITE | F1G94.7 | | 72 | 1mo ago |
| Synthetic Data | IGSP | Runtime0 | | 57 | 16d ago |
| Synthetic Temporal Sequences | ModePlait | SHD3.82 | | 40 | 3mo ago |
| Synthetic DAG data (test) | | TPR100 | | 40 | 3mo ago |
| Synthetic DAG data | | TPR100 | | 40 | 3mo ago |
| Tübingen | RDMDL | AUROC82 | | 37 | 1mo ago |
| Lorenz-96 | SRU | AUROC100 | | 36 | 23d ago |
| Synthetic (n=100, |E|=400, sample size=1000) | CauScale | mAP99.6 | | 36 | 3mo ago |
| child | Auto Opt. (Ours) | F1 Score95.2 | | 35 | 7d ago |
| Cancer | ReAct | F1 Score93 | | 34 | 7d ago |
| Synthetic n=1000, |E|=2000, sample size=1000 | CauScale | mAP96.6 | | 32 | 3mo ago |
| Sachs real-world data protein signaling network | CaPS | SHD11 | | 32 | 1mo ago |
| CE-Gauss | | AUROC91.7 | | 31 | 1mo ago |
| Auto | | SHD3 | | 30 | 7d ago |
| Synthetic Exponential Noise | BOSS | ABIC Score30.13 | | 30 | 3mo ago |
| overline{OU} (sigma_g^m = 0) | PLACy | F1 Score70 | | 27 | 3mo ago |
| OU sigma_g^m = 0 | PLACy | F1 Score77 | | 27 | 3mo ago |
| Synthetic Time Series - LSNM Exp. Fam. | Rhino | SHD14.87 | | 25 | 22h ago |
| Synthetic Time Series - ANM Exp. Fam. | | SHD1.77 | | 25 | 22h ago |
| Synthetic Time Series - SVAR Exp. Fam. | | SHD0.07 | | 25 | 22h ago |
| Synthetic Time Series SVAR (Gauss.) | DYNOTEARS | SHD12.37 | | 25 | 22h ago |
| 1-Factor model | SALAD | SHD0 | | 25 | 13d ago |
| Simulated datasets | | Cohen's d0.455 | | 24 | 2mo ago |
