ATE Estimation on Environment family variance ratios up to ~100x (held-out)
0.181MSEOracle Neyman
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle NeymanEstimator=Estimation transformer AIPW2026.06 | 0.181 | 1.43 | |
| Oracle NeymanEstimator=Bayesian ridge AIPW2026.06 | 0.198 | 1.15 | |
| Design transformerEstimator=Estimation transformer AIPW2026.06 | 0.205 | 1.26 | |
| Design transformerEstimator=Bayesian ridge AIPW2026.06 | 0.207 | 1.1 | |
| UniformEstimator=Bayesian ridge AIPW2026.06 | 0.229 | 1 | |
| UniformEstimator=Estimation transformer AIPW2026.06 | 0.259 | 1 |