Causal Discovery on Win95pts (SHD, F1, SID)
27SHDCauTion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CauTionMethod Category=Ours2026.06 | 27 | 85.2 | 237 | |
| BOSSMethod Category=Score-based2026.06 | 33 | 84.9 | — | |
| GESMethod Category=Score-based2026.06 | 42 | 79.7 | — | |
| GRaSPMethod Category=Score-based2026.06 | 49 | 77.1 | — | |
| SCPMethod Category=LLM-augmented2026.06 | 63 | 64.6 | — | |
| PCMethod Category=Constraint-based2026.06 | 64 | 64.3 | — | |
| LLM-MECMethod Category=LLM-augmented2026.06 | 64 | 63.7 | — | |
| CAMMLMethod Category=Score-based2026.06 | 68 | 64.4 | 400 | |
| CORR-LLMMethod Category=LLM-augmented2026.06 | 77 | 58 | 603 | |
| ET-MCMCMethod Category=LLM-augmented2026.06 | 95 | 58.6 | 425 | |
| FCIMethod Category=Constraint-based2026.06 | 105 | 56.8 | — | |
| DAGMAMethod Category=Continuous optimization2026.06 | 113 | 40 | 770 | |
| NOTEARS-MLPMethod Category=Continuous optimization2026.06 | 133 | 23.3 | 1,003 | |
| LLM-BFSMethod Category=LLM-augmented2026.06 | 144 | 25 | — |