Causal Discovery on K562 Perturb-seq CausalBench
18.6W ScoreSDCD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SDCDTime (min)=183.3892026.05 | 18.6 | 19.2 | |
| DCDI-GTime (min)=346.2822026.05 | 18.3 | 18.4 | |
| PACER (A, TF)Variant=Analytic with TF mask, Time (min)=0.9042026.05 | 18.3 | 19 | |
| PACER (TF)Variant=TF mask, Time (min)=3.1402026.05 | 18.2 | 19.2 | |
| NOTEARS (linear)Variant=linear, Time (min)=361.1492026.05 | 16.4 | 19.2 | |
| GESTime (min)=156.8432026.05 | 16.3 | 19.2 | |
| DCDI-DSFTime (min)=110.5922026.05 | 16.2 | 18.4 | |
| Sort®ressTime (min)=5.4822026.05 | 16.1 | 17.2 | |
| PACER (A)Variant=Analytic, Time (min)=0.9122026.05 | 15.3 | 18.4 | |
| GIESTime (min)=55.5472026.05 | 15.2 | 18.4 | |
| PACERVariant=Baseline, Time (min)=3.1092026.05 | 15 | 18.8 | |
| DCDFGTime (min)=235.6432026.05 | 13.9 | 19 | |
| NOTEARS (MLP)Variant=MLP, Time (min)=1005.3262026.05 | 13.8 | 18.4 |