Causal Effect Estimation on Synthetic Binary Treatment, d=50
0.052MAEDDML-RF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DDML-RFNuisance Estimator=RF, Cross-fitting=5-fold2026.05 | 0.052 | 0.0615 | |
| DDML-MLPNuisance Estimator=MLP, Cross-fitting=5-fold2026.05 | 0.1278 | 0.1409 | |
| DeR-CFR2026.05 | 0.1369 | 0.1654 | |
| FCCL2026.05 | 0.1748 | 0.2166 | |
| CFR-wass2026.05 | 0.1936 | 0.2276 | |
| DIGNet2026.05 | 0.2595 | 0.3068 | |
| CFR-mmd2026.05 | 0.3092 | 0.3407 | |
| SITE2026.05 | 0.415 | 0.44 | |
| DML-MLPNuisance Estimator=MLP, Cross-fitting=5-fold2026.05 | 0.779 | 0.7841 | |
| C-DML2026.05 | 0.7999 | 0.8327 | |
| BART2026.05 | 0.8018 | 0.8116 | |
| DML-RFNuisance Estimator=RF, Cross-fitting=5-fold2026.05 | 1.7243 | 1.7318 | |
| OLS-12026.05 | 1.7467 | 1.754 | |
| OLS-22026.05 | 1.7528 | 1.7602 | |
| KNN2026.05 | 1.7733 | 1.778 |