Causal Effect Estimation on Synthetic Binary Treatment, d=100
0.1432MAEDeR-CFR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DeR-CFR2026.05 | 0.1432 | 0.1888 | |
| DDML-RFNuisance Estimator=RF, Cross-fitting=5-fold2026.05 | 0.155 | 0.1786 | |
| DDML-MLPNuisance Estimator=MLP, Cross-fitting=5-fold2026.05 | 0.2379 | 0.2452 | |
| FCCL2026.05 | 0.2611 | 0.2812 | |
| DIGNet2026.05 | 0.275 | 0.3102 | |
| CFR-wass2026.05 | 0.3556 | 0.3861 | |
| CFR-mmd2026.05 | 0.3609 | 0.3802 | |
| SITE2026.05 | 0.6768 | 0.6923 | |
| BART2026.05 | 0.8231 | 0.8299 | |
| DML-MLPNuisance Estimator=MLP, Cross-fitting=5-fold2026.05 | 1.0111 | 1.0163 | |
| C-DML2026.05 | 1.0634 | 1.0974 | |
| DML-RFNuisance Estimator=RF, Cross-fitting=5-fold2026.05 | 1.7708 | 1.7781 | |
| OLS-12026.05 | 1.8085 | 1.8167 | |
| OLS-22026.05 | 1.8113 | 1.8193 | |
| KNN2026.05 | 1.9194 | 1.9245 |