Causal Discovery on RPE1 Perturb-seq CausalBench
21.3W ScorePACER (A, TF)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PACER (A, TF)Variant=Analytic with TF mask, Time (min)=8.2792026.05 | 21.3 | 14.8 | |
| PACER (A)Variant=Analytic, Time (min)=7.2022026.05 | 20.3 | 14.6 | |
| DCDI-GTime (min)=144.6052026.05 | 19.4 | 14.2 | |
| DCDI-DSFTime (min)=46.8842026.05 | 17.3 | 13.6 | |
| PACERVariant=Baseline, Time (min)=15.0742026.05 | 16.7 | 13.4 | |
| NOTEARS (linear)Variant=linear, Time (min)=113.8122026.05 | 16.4 | 15.4 | |
| PACER (TF)Variant=TF mask, Time (min)=1.8632026.05 | 16.4 | 15 | |
| Sort®ressTime (min)=2.0002026.05 | 15.7 | 11 | |
| GESTime (min)=91.1042026.05 | 14.5 | 15.4 | |
| GIESTime (min)=63.8652026.05 | 14.4 | 15.2 | |
| NOTEARS (MLP)Variant=MLP, Time (min)=698.4002026.05 | 13.7 | 11.6 | |
| DCDFGTime (min)=159.0392026.05 | 12.6 | 13.2 | |
| SDCDTime (min)=112.4552026.05 | 12.6 | 15.4 |