Average Treatment Effect Estimation on Simulation Linear scenario sample size 100 (test)
-0.184ATE Bias (Mean)IPW
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IPW2026.04 | -0.184 | -0.311 | 1.274 | 0.977 | |
| X-LearnerTesting sample size=10002026.04 | 0.001 | 0.003 | 0.078 | 0.059 | |
| MOCA-TwoWayTesting sample size=10002026.04 | 0.001 | 0.004 | 0.075 | 0.06 | |
| IPWTesting sample size=10002026.04 | 0.003 | -0.054 | 0.619 | 0.47 | |
| MOCA-OneWayTesting sample size=10002026.04 | 0.004 | 0.009 | 0.112 | 0.088 | |
| TARNetTesting sample size=10002026.04 | 0.01 | 0.009 | 0.121 | 0.098 | |
| X-Learner2026.04 | 0.014 | -0.007 | 0.301 | 0.239 | |
| DragonNetTesting sample size=10002026.04 | 0.017 | 0.016 | 0.165 | 0.137 | |
| MOCA-OneWay2026.04 | 0.027 | 0.04 | 0.538 | 0.449 | |
| AIPW2026.04 | 0.029 | 0.005 | 0.587 | 0.333 | |
| AIPWTesting sample size=10002026.04 | 0.031 | 0.049 | 0.171 | 0.127 | |
| TARNet2026.04 | 0.138 | 0.085 | 0.387 | 0.328 | |
| DragonNet2026.04 | 0.177 | 0.217 | 0.411 | 0.356 | |
| MOCA-TwoWay2026.04 | 0.186 | 0.132 | 0.506 | 0.421 |