Causal Effect Estimation on 180 synthetic causal datasets (test)
0.406|ATE| ErrorTrueIV
Evaluation results
| Method | Links | |
|---|---|---|
| TrueIVDownstream=DeepIV, Datasets=1202026.02 | 0.406 | |
| ZNetDownstream=DeepIV, Datasets=1802026.02 | 0.412 | |
| GIVDownstream=DeepIV, Datasets=1802026.02 | 0.429 | |
| VIVDownstream=DeepIV, Datasets=1802026.02 | 0.438 | |
| AutoIVDownstream=DeepIV, Datasets=1802026.02 | 0.44 | |
| TARNetDownstream=N/A, Datasets=1802026.02 | 0.442 | |
| ZNetDownstream=DF IV, Datasets=1802026.02 | 0.544 | |
| TrueIVDownstream=DF IV, Datasets=1202026.02 | 0.604 | |
| VIVDownstream=DF IV, Datasets=1802026.02 | 0.652 | |
| AutoIVDownstream=DF IV, Datasets=1802026.02 | 0.705 | |
| GIVDownstream=DF IV, Datasets=1802026.02 | 0.798 |