Bivariate Causal Discovery on Per
100AccuracyCVEL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CVELTime (s)=1.5972025.09 | 100 | — | |
| QPE-fTime (s)=7.8042025.09 | 100 | — | |
| IGCI2025.09 | 100 | 100 | |
| CVEL2025.09 | 100 | 100 | |
| QPE-f2025.09 | 100 | 100 | |
| DIVOT2025.09 | 97 | 96 | |
| LOCITime (s)=14.9812025.09 | 96 | — | |
| LOCI2025.09 | 96 | 97 | |
| CAREFL2025.09 | 95 | 97 | |
| CGNN2025.09 | 82 | 80 | |
| QPE-kTime (s)=0.0092025.09 | 77 | — | |
| QPE-k2025.09 | 77 | 79 | |
| RESIT2025.09 | 70 | 72 | |
| VAR-LiNGAM2025.09 | 67 | 63 | |
| Direct-LiNGAM2025.09 | 67 | 63 | |
| ICA-LiNGAM2025.09 | 63 | 61 | |
| GRCI2025.09 | 56 | 48 | |
| ANMTime (s)=0.2502025.09 | 49 | — | |
| ANM2025.09 | 49 | 51 | |
| CDCITime (s)=0.0012025.09 | 48 | — | |
| CDCI2025.09 | 48 | 47 | |
| PNLTime (s)=37.7702025.09 | 42 | — | |
| PNL2025.09 | 42 | 40 | |
| CDSTime (s)=0.0172025.09 | 18 | — | |
| CDS2025.09 | 18 | 17 | |
| QCCD2025.09 | 2 | 1 | |
| SLOPPY2025.09 | 2 | 2 | |
| HECITime (s)=0.0262025.09 | 1 | — | |
| HECI2025.09 | 1 | 0 | |
| RECITime (s)=0.0022025.09 | 0 | — | |
| CAM2025.09 | 0 | 0 | |
| RECI2025.09 | 0 | 0 | |
| SLOPE2025.09 | 0 | 0 |