Bivariate Causal Discovery on Sig-V (Accuracy, AUDRC)
94AccuracyCVEL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CVEL2025.09 | 94 | 93 | |
| CAREFL2025.09 | 91 | 89 | |
| QPE-f2025.09 | 91 | 90 | |
| LOCI2025.09 | 87 | 88 | |
| CDCI2025.09 | 80 | 77 | |
| CGNN2025.09 | 76 | 77 | |
| RESIT2025.09 | 75 | 75 | |
| QPE-k2025.09 | 67 | 73 | |
| CDS2025.09 | 66 | 66 | |
| ICA-LiNGAM2025.09 | 63 | 61 | |
| VAR-LiNGAM2025.09 | 59 | 66 | |
| Direct-LiNGAM2025.09 | 59 | 66 | |
| QCCD2025.09 | 55 | 56 | |
| RECI2025.09 | 53 | 52 | |
| HECI2025.09 | 53 | 48 | |
| SLOPE2025.09 | 52 | 46 | |
| GRCI2025.09 | 51 | 52 | |
| ANM2025.09 | 50 | 50 | |
| IGCI2025.09 | 49 | 52 | |
| SLOPPY2025.09 | 48 | 49 | |
| CAM2025.09 | 47 | 48 | |
| DIVOT2025.09 | 44 | 49 | |
| PNL2025.09 | 43 | 45 |