Causal Discovery on Barley n=48
37SHDCauTion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CauTionMethod Category=Ours2026.06 | 37 | 74 | 658 | |
| GESMethod Category=Score-based2026.06 | 55 | 63.3 | — | |
| PCMethod Category=Constraint-based2026.06 | 64 | 48.7 | — | |
| LLM-MECMethod Category=LLM-augmented2026.06 | 64 | 47.4 | — | |
| FCIMethod Category=Constraint-based2026.06 | 65 | 60.4 | — | |
| SCPMethod Category=LLM-augmented2026.06 | 66 | 46.2 | — | |
| CAMMLMethod Category=Score-based2026.06 | 78 | 33.5 | 1,182 | |
| BOSSMethod Category=Score-based2026.06 | 82 | 48.5 | — | |
| CORR-LLMMethod Category=LLM-augmented2026.06 | 82 | 41.4 | 976 | |
| ET-MCMCMethod Category=LLM-augmented2026.06 | 83 | 34.6 | 1,190 | |
| NOTEARS-MLPMethod Category=Continuous optimization2026.06 | 85 | 23.3 | 1,181 | |
| DAGMAMethod Category=Continuous optimization2026.06 | 85 | 5.4 | 1,198 | |
| GRaSPMethod Category=Score-based2026.06 | 89 | 42.3 | — | |
| LLM-BFSMethod Category=LLM-augmented2026.06 | 102 | 32.4 | — |