Causal Discovery on Synthetic Data Observation-only (1000 samples)
2.7RankTabCausal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabCausalEvaluation Setting=Observation-only2026.05 | 2.7 | 81.1 | 5.6 | 11 | |
| DAGMAEvaluation Setting=Observation-only2026.05 | 4.1 | 71.7 | 9.2 | 19.3 | |
| DASEvaluation Setting=Observation-only2026.05 | 4.4 | 69.9 | 10.7 | 20.6 | |
| SEAEvaluation Setting=Observation-only2026.05 | 5.2 | 64.7 | 10.8 | 24.4 | |
| GIESEvaluation Setting=Observation-only2026.05 | 6.2 | 59.9 | 11.6 | 28.2 | |
| IGSPEvaluation Setting=Observation-only2026.05 | 7.2 | 55.4 | 15.5 | 41.8 | |
| NOTEARS-MLPEvaluation Setting=Observation-only2026.05 | 7.3 | 58.5 | 12 | 24.7 | |
| AVICIEvaluation Setting=Observation-only2026.05 | 7.6 | 55.1 | 11.6 | 24.8 | |
| NOTEARSEvaluation Setting=Observation-only2026.05 | 7.8 | 56 | 9.3 | 17.8 | |
| PCEvaluation Setting=Observation-only2026.05 | 8.6 | 49.6 | 14.1 | 39.6 | |
| SDCDEvaluation Setting=Observation-only2026.05 | 10.1 | 44.5 | 18.6 | 49.3 | |
| CDISEvaluation Setting=Observation-only2026.05 | 10.2 | 42.9 | 15 | 41.6 | |
| LiNGAMEvaluation Setting=Observation-only2026.05 | 11.1 | 42 | 15.7 | 30.4 | |
| DCDIEvaluation Setting=Observation-only2026.05 | 13 | 27.6 | 79.9 | 124.2 | |
| RandomRegressEvaluation Setting=Observation-only2026.05 | 14.3 | 24 | 63.3 | 76.1 |