Causal Discovery on Alarm averaged over n ∈ {500, 1000, 5000, 10000} (synthetic)
0.709RNBDAGBag
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DAGBag2026.06 | 0.709 | 43 | |
| ICA-LiNGAM2026.06 | 0.576 | 55.3 | |
| LLM-BFSbackbone=GPT-5.52026.06 | 0.489 | 54.5 | |
| LLM-Greedybackbone=GPT-5.52026.06 | 0.457 | 55.1 | |
| BOSS2026.06 | 0.381 | 71.3 | |
| GRaSP2026.06 | 0.307 | 73.7 | |
| FCI2026.06 | 0.212 | 79.5 | |
| PC2026.06 | 0.19 | 80.8 | |
| Uniform CEAmode=uniform weights2026.06 | 0.147 | 86.5 | |
| GES2026.06 | 0.139 | 86.5 | |
| CEAbackbone=GPT-5.52026.06 | 0.049 | 95.2 |