Causal Structure Learning on Sachs
8SHDCausalSAGE
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CausalSAGEVariables=11, Random Seed=5, Prior=Random Prior2026.03 | 8 | — | — | — | — | — | — | — | — | — | — | — | |
| CausalSAGEVariables=11, Random Seed=5, Prior=LLM Prior2026.03 | 9 | — | — | — | — | — | — | — | — | — | — | — | |
| FCI + LLMVariables=11, Random Seed=52026.03 | 10 | — | — | — | — | — | — | — | — | — | — | — | |
| NOMADconstraint=non-negative edge weights2026.05 | 10 | — | — | — | — | — | — | 0 | 41 | — | — | — | |
| NOTEARS2023.05 | 11 | 44 | 15 | — | — | — | — | — | — | — | — | — | |
| SCORETime (s)=5.94 ± 0.752024.12 | 12 | — | — | — | — | — | — | — | — | — | — | — | |
| CoLiDEvariant=NV2026.05 | 12 | 46 | — | — | — | — | — | 53 | 35 | — | — | — | |
| PICK-sTime (s)=3.77 ± 0.422024.12 | 13 | — | — | — | — | — | — | — | — | — | — | — | |
| NOTEARS2026.05 | 13 | — | — | — | 12.275 | — | — | — | — | — | — | — | |
| SortNRegress2026.05 | 13 | 47 | — | — | — | — | — | 61 | 29 | — | — | — | |
| GES2026.05 | 13 | 56 | — | — | — | — | — | 50 | 23 | — | — | — | |
| CoLiDEvariant=EV2026.05 | 13 | 47 | — | — | — | — | — | 54 | 29 | — | — | — | |
| TriOpt w/o SMSherman Morrison downdate=false2026.05 | 13.6 | — | — | — | 0.717 | — | — | — | — | — | — | — | |
| DAGMA2023.05 | 14 | 46 | 11 | — | — | — | — | — | — | — | — | — | |
| FCI(RFCI)Variables=11, Random Seed=52026.03 | 14 | — | — | — | — | — | — | — | — | — | — | — | |
| CAMTime (s)=59.81 ± 2.352024.12 | 14 | — | — | — | — | — | — | — | — | — | — | — | |
| DASTime (s)=11.85 ± 6.042024.12 | 14 | — | — | — | — | — | — | — | — | — | — | — | |
| TriOpt with SMSherman Morrison downdate=true2026.05 | 14 | — | — | — | 0.499 | — | — | — | — | — | — | — | |
| SparseRC2023.05 | 15 | 45 | 16 | — | — | — | — | — | — | — | — | — | |
| GranDAGTime (s)=125.34 ± 3.502024.12 | 15 | — | — | — | — | — | — | — | — | — | — | — | |
| DAGMA2026.05 | 15 | — | — | — | 22.109 | — | — | — | — | — | — | — | |
| GOLEMvariant=NV2026.05 | 15 | 58 | — | — | — | — | — | 66 | 11 | — | — | — | |
| CaPS2026.05 | 16 | 46 | — | — | — | 9 | — | — | — | — | — | — | |
| OLEM2026.05 | 16 | 45 | — | — | — | 8 | — | — | — | — | — | — | |
| DAGMA2026.05 | 16 | 52 | — | — | — | — | — | 50 | 5 | — | — | — | |
| CAM2026.05 | 17 | 45 | — | — | — | 8 | — | — | — | — | — | — | |
| SCORE2026.05 | 17 | 45 | — | — | — | 8 | — | — | — | — | — | — | |
| DiffAN2026.05 | 17.8 | 49.7 | — | — | — | 7.2 | — | — | — | — | — | — | |
| RECLAIMInterventional environments=9, Epochs=2002026.03 | 19 | — | — | — | — | — | — | — | — | — | — | — | |
| Anchored-CI2026.03 | 19 | — | — | — | — | — | — | — | — | — | — | — | |
| GOLEM2026.05 | 20.4 | — | — | — | 27.573 | — | — | — | — | — | — | — | |
| GOLEM2023.05 | 21 | 43 | 19 | — | — | — | — | — | — | — | — | — | |
| DCDI2026.03 | 21 | — | — | — | — | — | — | — | — | — | — | — | |
| NODAGS2026.03 | 22 | — | — | — | — | — | — | — | — | — | — | — | |
| SARTREn=2000, trials=102026.02 | 22.7 | 58 | — | — | 3.62 | — | — | — | — | — | — | — | |
| DASn=2000, trials=102026.02 | 27.6 | 70.3 | — | — | 6.42 | — | — | — | — | — | — | — | |
| LISTEN2026.05 | 30.8 | 54.1 | — | — | — | 8 | — | — | — | — | — | — | |
| SCOREn=2000, trials=102026.02 | 43.2 | 102.4 | — | — | 14.7 | — | — | — | — | — | — | — | |
| Adaptive Skill (Ours)Time (s)=137, Cost ($)=1.772026.04 | — | — | — | 95.2 | — | — | — | — | — | — | — | — | |
| Auto Opt. (Ours)Time (s)=169, Cost ($)=2.32, Description=Stage 2 result after automatic skill iteration2026.04 | — | — | — | 92.4 | — | — | — | — | — | — | — | — | |
| Claude Code RawTime (s)=186, Cost ($)=2.222026.04 | — | — | — | 86.9 | — | — | — | — | — | — | — | — | |
| DAGMA2026.05 | — | — | — | 25 | — | — | 24 | — | — | — | — | — | |
| GOLEM2026.05 | — | — | — | 26.4 | — | — | 43.4 | — | — | — | — | — | |
| MAS CompilerTime (s)=149, Cost ($)=1.462026.04 | — | — | — | 66.7 | — | — | — | — | — | — | — | — | |
| MATMCD (MAS)Time (s)=1852, Cost ($)=2.792026.04 | — | — | — | 55.7 | — | — | — | — | — | — | — | — | |
| NOTEARS2026.05 | — | — | — | 41.2 | — | — | 24 | — | — | — | — | — | |
| pure meta-hub + node-children protocolV=11, GT edges=17, K=7, cascade=disabled2026.05 | — | — | — | 100 | — | — | — | — | — | 100 | 100 | 8 | |
| TriOptSherman-Morrison (SM) configuration=without2026.05 | — | — | — | 28.3 | — | — | 26.6 | — | — | — | — | — | |
| TriOptSherman-Morrison (SM) configuration=with2026.05 | — | — | — | 25 | — | — | 27 | — | — | — | — | — |