Bivariate Causal Discovery on SIM-g (Accuracy, AUDRC)
90AccuracyCVEL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CVEL2025.09 | 90 | 87 | |
| IGCI2025.09 | 86 | 88 | |
| QPE-f2025.09 | 86 | 84 | |
| QPE-k2025.09 | 83 | 81 | |
| SLOPPY2025.09 | 82 | 80 | |
| CAM2025.09 | 80 | 79 | |
| CAREFL2025.09 | 78 | 72 | |
| LOCI2025.09 | 78 | 77 | |
| RESIT2025.09 | 76 | 72 | |
| CDS2025.09 | 73 | 76 | |
| CDCI2025.09 | 73 | 63 | |
| CGNN2025.09 | 72 | 60 | |
| QCCD2025.09 | 67 | 63 | |
| ICA-LiNGAM2025.09 | 63 | 61 | |
| DIVOT2025.09 | 60 | 61 | |
| HECI2025.09 | 56 | 52 | |
| SLOPE2025.09 | 45 | 36 | |
| PNL2025.09 | 43 | 46 | |
| ANM2025.09 | 41 | 42 | |
| GRCI2025.09 | 41 | 45 | |
| RECI2025.09 | 39 | 30 | |
| VAR-LiNGAM2025.09 | 27 | 25 | |
| Direct-LiNGAM2025.09 | 26 | 25 |