CATE estimation on IHDP Setup C (out-of-sample)
0.29Normalized RMSEFlexTENet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlexTENet2021.06 | 0.29 | — | |
| FlexTENet2021.06 | 0.293 | — | |
| DragonNet + regRegularization=true2021.06 | 0.304 | — | |
| TARNet + regRegularization=true2021.06 | 0.306 | — | |
| DragonNet2021.06 | 0.31 | — | |
| TARNet2021.06 | 0.31 | — | |
| TARNet + reg2021.06 | 0.31 | — | |
| TARNet2021.06 | 0.315 | — | |
| TNet + reg2021.06 | 0.32 | — | |
| TNet + regRegularization=true2021.06 | 0.324 | — | |
| TNet2021.06 | 0.337 | — | |
| TNet2021.06 | 0.34 | — | |
| DR (+TARNet)2021.06 | 0.34 | — | |
| SNet + regRegularization=true2021.06 | 0.345 | — | |
| SNet2021.06 | 0.356 | — | |
| DR (+TNet)2021.06 | 0.37 | — | |
| Reparam.2021.06 | 0.4 | — | |
| DR (+TARNet)Normalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.801 | |
| DR (+TNet)Normalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.924 | |
| FlexTENetNormalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.536 | |
| Reparam.Normalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 2.297 | |
| TARNetNormalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.69 | |
| TARNet + regNormalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.657 | |
| TNetNormalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.775 | |
| TNet + regNormalization=Unnormalized, Number of runs=100, Implementation=Ours2021.06 | — | 1.72 |