Causal Effect Estimation on IHDP U -> X (test)
53.4Mean Absolute ATE Prop ErrorTrueIV
Evaluation results
| Method | Links | |
|---|---|---|
| TrueIVDownstream Estimator=DeepIV, Number of Datasets=602026.02 | 53.4 | |
| ZNetDownstream Estimator=DeepIV, Number of Datasets=802026.02 | 62 | |
| TARNetDownstream Estimator=None (Ignores Confounding), Number of Datasets=802026.02 | 66.6 | |
| GIVDownstream Estimator=DeepIV, Number of Datasets=802026.02 | 67.2 | |
| AutoIVDownstream Estimator=DeepIV, Number of Datasets=802026.02 | 67.7 | |
| VIVDownstream Estimator=DeepIV, Number of Datasets=802026.02 | 70.2 | |
| ZNetDownstream Estimator=DF IV, Number of Datasets=802026.02 | 72.9 | |
| TrueIVDownstream Estimator=DF IV, Number of Datasets=602026.02 | 73.6 | |
| GIVDownstream Estimator=DF IV, Number of Datasets=802026.02 | 86 | |
| AutoIVDownstream Estimator=DF IV, Number of Datasets=802026.02 | 87 | |
| VIVDownstream Estimator=DF IV, Number of Datasets=802026.02 | 90.6 |