Bivariate Causal Discovery on Net
89AccuracyQPE-k
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QPE-k2025.09 | 89 | 90 | |
| QPE-kTime (s)=0.0092025.09 | 89 | — | |
| LOCI2025.09 | 87 | 88 | |
| LOCITime (s)=14.9812025.09 | 87 | — | |
| QPE-f2025.09 | 86 | 87 | |
| QPE-fTime (s)=7.8042025.09 | 86 | — | |
| CAREFL2025.09 | 85 | 83 | |
| CDCI2025.09 | 84 | 80 | |
| CDCITime (s)=0.0012025.09 | 84 | — | |
| QCCD2025.09 | 81 | 85 | |
| SLOPPY2025.09 | 80 | 82 | |
| CAM2025.09 | 78 | 81 | |
| CDS2025.09 | 78 | 80 | |
| CDSTime (s)=0.0172025.09 | 78 | — | |
| RESIT2025.09 | 76 | 80 | |
| CGNN2025.09 | 75 | 76 | |
| HECI2025.09 | 72 | 71 | |
| HECITime (s)=0.0262025.09 | 72 | — | |
| CVEL2025.09 | 62 | 60 | |
| CVELTime (s)=1.5972025.09 | 62 | — | |
| SLOPE2025.09 | 61 | 60 | |
| RECI2025.09 | 60 | 62 | |
| RECITime (s)=0.0022025.09 | 60 | — | |
| GRCI2025.09 | 58 | 53 | |
| IGCI2025.09 | 57 | 58 | |
| ICA-LiNGAM2025.09 | 52 | 57 | |
| PNL2025.09 | 51 | 47 | |
| PNLTime (s)=37.7702025.09 | 51 | — | |
| DIVOT2025.09 | 49 | 51 | |
| ANM2025.09 | 47 | 46 | |
| ANMTime (s)=0.2502025.09 | 47 | — | |
| VAR-LiNGAM2025.09 | 31 | 32 | |
| Direct-LiNGAM2025.09 | 31 | 32 |