Causal Discovery on Alarm d=37
4Mod. SHDCauTion
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CauTionMethod Category=Ours2026.06 | 4 | 16 | — | — | 0.948 | |
| SCPMethod Category=LLM-augmented2026.06 | 7 | — | — | — | 0.912 | |
| ET-MCMCMethod Category=LLM-augmented2026.06 | 8 | 35 | — | — | 0.899 | |
| PCMethod Category=Constraint-based2026.06 | 9 | — | — | — | 0.896 | |
| LLM-MECMethod Category=LLM-augmented2026.06 | 9 | — | — | — | 0.896 | |
| GESMethod Category=Score-based2026.06 | 12 | — | — | — | 0.845 | |
| CAMMLMethod Category=Score-based2026.06 | 13 | 165 | — | — | 0.789 | |
| CORR-LLMMethod Category=LLM-augmented2026.06 | 13 | 108 | — | — | 0.846 | |
| GRaSPMethod Category=Score-based2026.06 | 19 | — | — | — | 0.805 | |
| FCIMethod Category=Constraint-based2026.06 | 24 | — | — | — | 0.782 | |
| BOSSMethod Category=Score-based2026.06 | 28 | — | — | — | 0.751 | |
| DAGMAMethod Category=Continuous optimization2026.06 | 39 | 236 | — | — | 0.525 | |
| FCI-CumulativeApproach=Only-Data2025.06 | 45 | 626 | 25 | 2 | 4 | |
| LLM-BFSMethod Category=LLM-augmented2026.06 | 47 | — | — | — | 0.469 | |
| FCI-VanillaApproach=Only-Data2025.06 | 49.5 | 617.8 | 0 | 0 | 0 | |
| FCI-HeuristicsApproach=Only-Data2025.06 | 49.5 | 617.8 | 0 | 0 | 0 | |
| NLPSCMApproach=Data - LLM2025.06 | 50.9 | 589.8 | 42 | 22 | 29 | |
| ILS-CSLApproach=Data - LLM2025.06 | 51.2 | 657.2 | 34 | 10 | 15 | |
| LLM-firstApproach=Data - LLM2025.06 | 52.33 | 673.33 | 33 | 13 | 19 | |
| FCI-IterativeApproach=Only-Data2025.06 | 52.4 | 612.2 | 33 | 12 | 17 | |
| NOTEARS-MLPMethod Category=Continuous optimization2026.06 | 54 | 413 | — | — | 0.29 |