Bivariate Causal Discovery on LS-s
100AccuracyQCCD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QCCD2025.09 | 100 | 100 | |
| CAREFL2025.09 | 100 | 100 | |
| LOCI2025.09 | 100 | 100 | |
| QPE-f2025.09 | 99 | 100 | |
| CDCI2025.09 | 97 | 97 | |
| IGCI2025.09 | 94 | 91 | |
| CVEL2025.09 | 93 | 91 | |
| QPE-k2025.09 | 78 | 80 | |
| DIVOT2025.09 | 69 | 68 | |
| CGNN2025.09 | 64 | 64 | |
| ICA-LiNGAM2025.09 | 63 | 61 | |
| SLOPPY2025.09 | 56 | 50 | |
| HECI2025.09 | 55 | 60 | |
| CAM2025.09 | 51 | 50 | |
| PNL2025.09 | 49 | 53 | |
| ANM2025.09 | 45 | 47 | |
| RECI2025.09 | 44 | 48 | |
| GRCI2025.09 | 44 | 45 | |
| SLOPE2025.09 | 15 | 20 | |
| RESIT2025.09 | 9 | 7 | |
| CDS2025.09 | 5 | 6 | |
| COMICSource=COMIC2026.04 | 1 | — | |
| GPLVMSource=GPLVM, COMIC2026.04 | 1 | — | |
| GRCISource=LOCI2026.04 | 0.87 | — | |
| PNLSource=bQCD2026.04 | 0.44 | — | |
| EMDSource=bQCD2026.04 | 0.42 | — | |
| GRANSource=bQCD2026.04 | 0.2 | — | |
| LiNGAMSource=bQCD2026.04 | 0.03 | — | |
| VAR-LiNGAM2025.09 | 0 | 0 | |
| Direct-LiNGAM2025.09 | 0 | 0 |