Skeleton Recovery on Sparse Erdős–Rényi Graphs (d=50, n=1000) e=d (synthetic)
48SHDAAC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AACOptimization=PROX-LS, Converged=YES2026.01 | 48 | — | — | — | |
| SPG-AHOCDimension (d)=50, Sample size (n)=10002026.01 | 49 | 3.7 | 49 | — | |
| SPG-AHOCdelta=10^-7, Converged=YES2026.01 | 50 | — | — | — | |
| NOTEARS (EXP)Dimension (d)=50, Sample size (n)=10002026.01 | 51 | 17.8 | 2,450 | — | |
| DAGMADimension (d)=50, Sample size (n)=10002026.01 | 51 | 6.5 | 2,450 | — | |
| DAGMAConverged=YES2026.01 | 52 | — | — | — | |
| EXPOptimization=ADAM, Converged=YES2026.01 | 56 | — | — | — |