Causal discovery on Insurance averaged over n ∈ {500, 1000, 5000, 10000} (synthetic)
0.663RNBICA-LiNGAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ICA-LiNGAM2026.06 | 0.663 | 0.376 | |
| DAGBag2026.06 | 0.445 | 0.566 | |
| GRaSP2026.06 | 0.43 | 0.594 | |
| PC2026.06 | 0.378 | 0.6 | |
| BOSS2026.06 | 0.351 | 0.67 | |
| FCI2026.06 | 0.337 | 0.648 | |
| LLM-Greedybackbone=GPT-5.52026.06 | 0.327 | 0.696 | |
| GES2026.06 | 0.303 | 0.688 | |
| Uniform CEAmode=uniform weights2026.06 | 0.3 | 0.683 | |
| LLM-BFSbackbone=GPT-5.52026.06 | 0.279 | 0.717 | |
| CEAbackbone=GPT-5.52026.06 | 0.207 | 0.793 |