Average Treatment Effect Estimation on IHDP
-2.19BiasSBW
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SBWEstimator=IPW2026.06 | -2.19 | — | — | — | — | — | — | — | 2.2 | 2.29 | 6.9 | |
| CBPSEstimator=IPW2026.06 | -1 | — | — | — | — | — | — | — | 1 | 1.39 | 5.93 | |
| CLIPPINGEstimator=IPW2026.06 | -0.34 | — | — | — | — | — | — | — | 0.35 | 0.53 | 3.29 | |
| TRIMMINGEstimator=IPW2026.06 | -0.27 | — | — | — | — | — | — | — | 0.3 | 0.46 | 4.31 | |
| LOGISTICEstimator=IPW2026.06 | -0.24 | — | — | — | — | — | — | — | 0.32 | 0.51 | 3.06 | |
| IPW-Tailored Proper Scoring RuleEstimator=IPW2026.06 | -0.08 | — | — | — | — | — | — | — | 0.2 | 0.34 | 2.34 | |
| IPW-Tailored Proper Scoring RuleEstimator=HAJEK2026.06 | -0.08 | — | — | — | — | — | — | — | 0.16 | 0.29 | 4.55 | |
| CBPSEstimator=HAJEK2026.06 | -0.07 | — | — | — | — | — | — | — | 0.14 | 0.23 | 4.74 | |
| IPW-Tailored Proper Scoring RuleEstimator=AIPW2026.06 | -0.06 | — | — | — | — | — | — | — | 0.15 | 0.22 | 4.37 | |
| LOGISTICEstimator=AIPW2026.06 | -0.04 | — | — | — | — | — | — | — | 0.14 | 0.19 | 4.41 | |
| CBPSEstimator=AIPW2026.06 | -0.04 | — | — | — | — | — | — | — | 0.15 | 0.2 | 4.84 | |
| CLIPPINGEstimator=AIPW2026.06 | -0.04 | — | — | — | — | — | — | — | 0.14 | 0.19 | 4.27 | |
| TRIMMINGEstimator=AIPW2026.06 | -0.04 | — | — | — | — | — | — | — | 0.14 | 0.19 | 4.78 | |
| CBSREstimator=AIPW2026.06 | -0.03 | — | — | — | — | — | — | — | 0.13 | 0.18 | 3.95 | |
| EBEstimator=IPW2026.06 | -0.03 | — | — | — | — | — | — | — | 0.14 | 0.18 | 2.19 | |
| EBEstimator=HAJEK2026.06 | -0.03 | — | — | — | — | — | — | — | 0.14 | 0.18 | 4.99 | |
| EBEstimator=AIPW2026.06 | -0.03 | — | — | — | — | — | — | — | 0.16 | 0.21 | 5.2 | |
| SBWEstimator=AIPW2026.06 | -0.03 | — | — | — | — | — | — | — | 0.14 | 0.18 | 4.19 | |
| CLIPPINGEstimator=HAJEK2026.06 | -0.03 | — | — | — | — | — | — | — | 0.12 | 0.17 | 4.06 | |
| TRIMMINGEstimator=HAJEK2026.06 | -0.03 | — | — | — | — | — | — | — | 0.12 | 0.17 | 4.33 | |
| LOGISTICEstimator=HAJEK2026.06 | -0.02 | — | — | — | — | — | — | — | 0.12 | 0.16 | 4.17 | |
| SBWEstimator=HAJEK2026.06 | 0.01 | — | — | — | — | — | — | — | 0.13 | 0.17 | 4.78 | |
| CBSREstimator=HAJEK2026.06 | 0.13 | — | — | — | — | — | — | — | 0.26 | 0.41 | 4.37 | |
| CBSREstimator=IPW2026.06 | 0.25 | — | — | — | — | — | — | — | 0.32 | 0.51 | 8 | |
| BARTConfiguration=Baseline2026.04 | — | 0.11 | — | — | — | — | — | — | — | — | — | |
| Bound reg.Regression functional form=lin2026.05 | — | — | — | 2.13 | — | — | — | 4.69 | — | — | — | |
| Bound reg.Regression functional form=tree2026.05 | — | — | — | 1.52 | — | — | — | 6.74 | — | — | — | |
| Bound reg.Regression functional form=DL8.52026.05 | — | — | — | 1.56 | — | — | — | 6.6 | — | — | — | |
| InferenceEvolveMode=True2026.04 | — | — | 0.063 | 0.081 | 0.005 | 100 | 42.9 | — | — | — | — | |
| InferenceEvolveMode=Proxy2026.04 | — | — | 0.074 | 0.084 | 0.003 | 100 | 33 | — | — | — | — | |
| Outcome reg.Regression functional form=lin2026.05 | — | — | — | 1.98 | — | — | — | 5.41 | — | — | — | |
| Outcome reg.Regression functional form=tree2026.05 | — | — | — | 2.05 | — | — | — | 7.82 | — | — | — | |
| Reg-Sel-RegRegression functional form=lin2026.05 | — | — | — | 1.78 | — | — | — | 6.11 | — | — | — | |
| Reg-Sel-RegRegression functional form=tree2026.05 | — | — | — | 1.92 | — | — | — | 7.55 | — | — | — | |
| Surrogate indexRegression functional form=lin, Depends on pre-treatment variables=true2026.05 | — | — | — | 2.32 | — | — | — | 4.79 | — | — | — | |
| Surrogate indexRegression functional form=tree, Depends on pre-treatment variables=true2026.05 | — | — | — | 1.7 | — | — | — | 6.27 | — | — | — | |
| Surrogate sampl.Regression functional form=lin2026.05 | — | — | — | 1.35 | — | — | — | 5.49 | — | — | — |