Bivariate Causal Discovery on AN
100AccuracyCAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CAM2025.09 | 100 | 100 | |
| QCCD2025.09 | 100 | 100 | |
| CAREFL2025.09 | 100 | 100 | |
| LOCI2025.09 | 100 | 100 | |
| CDCI2025.09 | 100 | 100 | |
| SLOPPY2025.09 | 100 | 100 | |
| CVEL2025.09 | 100 | 100 | |
| QPE-f2025.09 | 100 | 100 | |
| CDCITime (s)=0.0012025.09 | 100 | — | |
| LOCITime (s)=14.9812025.09 | 100 | — | |
| CVELTime (s)=1.5972025.09 | 100 | — | |
| QPE-fTime (s)=7.8042025.09 | 100 | — | |
| RESIT2025.09 | 99 | 100 | |
| CDS2025.09 | 99 | 98 | |
| QPE-k2025.09 | 99 | 96 | |
| CDSTime (s)=0.0172025.09 | 99 | — | |
| QPE-kTime (s)=0.0092025.09 | 99 | — | |
| HECI2025.09 | 98 | 97 | |
| HECITime (s)=0.0262025.09 | 98 | — | |
| CGNN2025.09 | 96 | 94 | |
| IGCI2025.09 | 89 | 83 | |
| GRCI2025.09 | 67 | 64 | |
| ICA-LiNGAM2025.09 | 63 | 61 | |
| DIVOT2025.09 | 62 | 58 | |
| ANM2025.09 | 43 | 35 | |
| ANMTime (s)=0.2502025.09 | 43 | — | |
| PNL2025.09 | 30 | 31 | |
| PNLTime (s)=37.7702025.09 | 30 | — | |
| RECI2025.09 | 18 | 27 | |
| RECITime (s)=0.0022025.09 | 18 | — | |
| SLOPE2025.09 | 14 | 23 | |
| VAR-LiNGAM2025.09 | 6 | 7 | |
| Direct-LiNGAM2025.09 | 6 | 7 |