Causal Discovery on Cancer n=5
0Structural Hamming Distance (SHD)GES
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GESMethod Category=Score-based2026.06 | 0 | 100 | 0 | |
| BOSSMethod Category=Score-based2026.06 | 0 | 100 | 0 | |
| CORR-LLMMethod Category=LLM-augmented2026.06 | 0 | 100 | 0 | |
| ET-MCMCMethod Category=LLM-augmented2026.06 | 0 | 100 | 0 | |
| CauTionMethod Category=Ours2026.06 | 0 | 100 | 0 | |
| LLM-BFSMethod Category=LLM-augmented2026.06 | 1 | 89.1 | 0 | |
| CAMMLMethod Category=Score-based2026.06 | 2 | 56.7 | 6 | |
| GRaSPMethod Category=Score-based2026.06 | 3 | 64 | — | |
| NOTEARS-MLPMethod Category=Continuous optimization2026.06 | 3 | 33.3 | 10 | |
| PCMethod Category=Constraint-based2026.06 | 4 | 40 | 14 | |
| DAGMAMethod Category=Continuous optimization2026.06 | 4 | 0 | 10 | |
| SCPMethod Category=LLM-augmented2026.06 | 4 | 54.5 | — | |
| LLM-MECMethod Category=LLM-augmented2026.06 | 4 | 40 | 14 | |
| FCIMethod Category=Constraint-based2026.06 | 8 | 50 | — |