Latent Causal Structure Recovery on Synthetic Generative Process (test)
8.45Meas. Err.SMCS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SMCSMCMC steps=50K, Runtime=10–20min2026.06 | 8.45 | 0.26 | 4.95 | -13.3 | |
| VIIterations=2K, Runtime=40–50sec2026.06 | 9.03 | 0.606 | 9 | -1,078 | |
| PTMCMC steps=50K, Runtime=15–45min2026.06 | 9.61 | 0.344 | 4.9 | -19.5 | |
| GibbsMCMC steps=50K, Runtime=20–30min2026.06 | 9.77 | 0.341 | 4.41 | -19.1 | |
| SMCS (no KL)MCMC steps=50K, Runtime=10–20min2026.06 | 10.51 | 0.547 | 8.64 | -12 | |
| SMCS (I = 1)MCMC steps=50K, Runtime=10–20min2026.06 | 10.89 | — | 7.19 | -10.5 |