Causal Discovery on Child Synthetic (Averaged over n={500, 1000, 5000, 10000})
0.14RNBCEA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CEAbackbone=GPT-5.52026.06 | 0.14 | 86.4 | |
| Uniform CEAmode=uniform weights2026.06 | 0.26 | 75.5 | |
| PC2026.06 | 0.305 | 71.2 | |
| FCI2026.06 | 0.315 | 71.1 | |
| GES2026.06 | 0.315 | 77.2 | |
| LLM-BFSbackbone=GPT-5.52026.06 | 0.34 | 67.7 | |
| BOSS2026.06 | 0.345 | 74.7 | |
| GRaSP2026.06 | 0.38 | 72.1 | |
| LLM-Greedybackbone=GPT-5.52026.06 | 0.44 | 57.4 | |
| DAGBag2026.06 | 0.63 | 47.6 | |
| ICA-LiNGAM2026.06 | 0.685 | 44 |