Treatment Effect Estimation on Synthetic 1D Data Extreme Imbalance + Heavy Tails, N=2000
1.17R-PEHERX-Learner
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RX-Learner2026.01 | 1.17 | 0.28 | |
| X-LearnerLoss Function=Huber2026.01 | 2.62 | 0.77 | |
| Winsorized X-Learner2026.01 | 13.72 | 4.42 | |
| DR-LearnerConfig=Clipped2026.01 | 16.69 | 5.01 | |
| X-LearnerLoss Function=MSE2026.01 | 16.82 | 5 |