Causal Discovery on Arctic-Sea fixed sample size (real-world)
59.4RNBICA-LiNGAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ICA-LiNGAM2026.06 | 59.4 | 45.3 | |
| GES2026.06 | 56.2 | 43.9 | |
| BOSS2026.06 | 54.2 | 48.3 | |
| GRaSP2026.06 | 53.1 | 49 | |
| DAGBag2026.06 | 53.1 | 44.3 | |
| FCI2026.06 | 49 | 52.3 | |
| Uniform CEAmode=uniform weights2026.06 | 46.9 | 54.9 | |
| LLM-BFSbackbone=GPT-5.52026.06 | 45.8 | 58.3 | |
| LLM-Greedybackbone=GPT-5.52026.06 | 44.8 | 59.1 | |
| PC2026.06 | 43.8 | 58.3 | |
| CEAbackbone=GPT-5.52026.06 | 42.7 | 59.7 |