Causal Discovery on Sachs synthetic averaged over n ∈ {500, 1000, 5000, 10000}
0.169RNBCEA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CEAbackbone=GPT-5.52026.06 | 0.169 | 0.838 | |
| FCI2026.06 | 0.309 | 0.761 | |
| DAGBag2026.06 | 0.36 | 0.677 | |
| LLM-Greedybackbone=GPT-5.52026.06 | 0.412 | 0.617 | |
| Uniform CEAmode=uniform weights2026.06 | 0.456 | 0.691 | |
| BOSS2026.06 | 0.515 | 0.694 | |
| GRaSP2026.06 | 0.522 | 0.659 | |
| GES2026.06 | 0.551 | 0.597 | |
| PC2026.06 | 0.551 | 0.525 | |
| LLM-BFSbackbone=GPT-5.52026.06 | 0.559 | 0.007 | |
| ICA-LiNGAM2026.06 | 0.596 | 0.443 |