Causal Discovery on Water n=32
36SHDCauTion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CauTionMethod Category=Ours2026.06 | 36 | 63.3 | 344 | |
| CORR-LLMMethod Category=LLM-augmented2026.06 | 43 | 51.2 | 408 | |
| GESMethod Category=Score-based2026.06 | 48 | 48.1 | — | |
| BOSSMethod Category=Score-based2026.06 | 53 | 50.9 | — | |
| CAMMLMethod Category=Score-based2026.06 | 53 | 32.8 | 554 | |
| LLM-BFSMethod Category=LLM-augmented2026.06 | 54 | 49.7 | 385 | |
| SCPMethod Category=LLM-augmented2026.06 | 54 | 42.7 | — | |
| ET-MCMCMethod Category=LLM-augmented2026.06 | 54 | 44.5 | 537 | |
| LLM-MECMethod Category=LLM-augmented2026.06 | 55 | 41.5 | — | |
| GRaSPMethod Category=Score-based2026.06 | 56 | 40.6 | — | |
| PCMethod Category=Constraint-based2026.06 | 57 | 41.5 | — | |
| DAGMAMethod Category=Continuous optimization2026.06 | 57 | 22.7 | 505 | |
| FCIMethod Category=Constraint-based2026.06 | 60 | 47.4 | — | |
| NOTEARS-MLPMethod Category=Continuous optimization2026.06 | 61 | 11.5 | 520 |