Causal Discovery on Causal Chambers Light-tunnel real data results
100PrecisionRePaRe
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RePaReIntervention granularity=grouped, Selection strategy=score2026.01 | 100 | 0.932 | 50 | 66.7 | 0.021 | |
| RePaReIntervention granularity=grouped, Selection strategy=optimal2026.01 | 100 | 1 | 50 | 66.7 | 0.021 | |
| RePaReIntervention granularity=ungrouped, Selection strategy=score2026.01 | 100 | 1 | 80 | 88.8 | 0.127 | |
| RePaReIntervention granularity=ungrouped, Selection strategy=optimal2026.01 | 100 | 1 | 80 | 88.8 | 0.127 | |
| TSCDtype=linear2026.06 | 85.7 | — | 50 | — | — | |
| GIES2026.06 | 83.3 | — | 41.7 | — | — | |
| TSCD-nonlineartype=nonlinear2026.06 | 80 | — | 100 | — | — | |
| GIESSelection strategy=score2026.01 | 63.2 | — | 61.5 | 62.3 | 7.777 | |
| UT-IGSPSelection strategy=score2026.01 | 51.1 | — | 59 | 54.8 | 0.432 | |
| GnIESSelection strategy=score2026.01 | 42.6 | — | 51.3 | 46.5 | 535.675 | |
| SortRegress2026.06 | 3.8 | — | 50 | — | — | |
| LiNGAMvariant=ICA2026.06 | 2.8 | — | 50 | — | — | |
| LiNGAMvariant=Direct2026.06 | 1.9 | — | 50 | — | — | |
| IGSP2026.06 | 0 | — | 16.7 | — | — |