Bivariate Causal Discovery on SIM-ln (Accuracy, AUDRC)
92AUDRCGRCI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRCISource=LOCI2026.04 | 92 | — | |
| QPE-f2025.09 | 91 | 92 | |
| CAM2025.09 | 90 | 88 | |
| SLOPPY2025.09 | 90 | 86 | |
| QCCD2025.09 | 87 | 87 | |
| CAREFL2025.09 | 85 | 82 | |
| CDCI2025.09 | 82 | 79 | |
| LOCI2025.09 | 76 | 80 | |
| CVEL2025.09 | 73 | 76 | |
| QPE-k2025.09 | 69 | 68 | |
| DIVOT2025.09 | 68 | 63 | |
| CGNN2025.09 | 67 | 75 | |
| CDS2025.09 | 63 | 65 | |
| ICA-LiNGAM2025.09 | 61 | 63 | |
| RESIT2025.09 | 60 | 67 | |
| HECI2025.09 | 60 | 65 | |
| IGCI2025.09 | 54 | 59 | |
| ANM2025.09 | 48 | 46 | |
| GRCI2025.09 | 42 | 52 | |
| RECI2025.09 | 40 | 44 | |
| PNL2025.09 | 37 | 42 | |
| SLOPE2025.09 | 34 | 44 | |
| VAR-LiNGAM2025.09 | 14 | 23 | |
| Direct-LiNGAM2025.09 | 14 | 23 |