Bivariate Causal Discovery on SIM-c
88AccuracyQPE-f
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| QPE-f2025.09 | 88 | 92 | |
| QPE-fTime (s)=7.8042025.09 | 88 | — | |
| CAREFL2025.09 | 83 | 87 | |
| RESIT2025.09 | 82 | 85 | |
| LOCI2025.09 | 81 | 87 | |
| LOCITime (s)=14.9812025.09 | 81 | — | |
| QPE-k2025.09 | 79 | 83 | |
| QPE-kTime (s)=0.0092025.09 | 79 | — | |
| QCCD2025.09 | 77 | 75 | |
| CGNN2025.09 | 76 | 78 | |
| CDS2025.09 | 76 | 82 | |
| CDCI2025.09 | 76 | 83 | |
| CDSTime (s)=0.0172025.09 | 76 | — | |
| CDCITime (s)=0.0012025.09 | 76 | — | |
| CVEL2025.09 | 72 | 73 | |
| CVELTime (s)=1.5972025.09 | 72 | — | |
| GRCI2025.09 | 65 | 67 | |
| ICA-LiNGAM2025.09 | 63 | 61 | |
| SLOPPY2025.09 | 62 | 61 | |
| CAM2025.09 | 59 | 53 | |
| HECI2025.09 | 55 | 64 | |
| HECITime (s)=0.0262025.09 | 55 | — | |
| PNL2025.09 | 54 | 50 | |
| PNLTime (s)=37.7702025.09 | 54 | — | |
| RECI2025.09 | 53 | 63 | |
| RECITime (s)=0.0022025.09 | 53 | — | |
| SLOPE2025.09 | 52 | 63 | |
| ANM2025.09 | 49 | 48 | |
| ANMTime (s)=0.2502025.09 | 49 | — | |
| VAR-LiNGAM2025.09 | 47 | 48 | |
| Direct-LiNGAM2025.09 | 47 | 48 | |
| DIVOT2025.09 | 47 | 41 | |
| IGCI2025.09 | 42 | 37 |