Individual Treatment Effect (ITE) Estimation on Synthetic
2.88PEHEPIPCFR (WASS)
Evaluation Results
| Method | Links | |
|---|---|---|
| PIPCFR (WASS)Method Category=Ours, Variant=WASS2025.12 | 2.88 | |
| PIPCFR (MMD)Method Category=Ours, Variant=MMD2025.12 | 3.09 | |
| PairNet+SMethod Category=Matching, incorporate post-treatment variables S=true2025.12 | 3.52 | |
| ESCFRMethod Category=Rep. Learners2025.12 | 3.93 | |
| XLearnerMethod Category=Meta Learners2025.12 | 3.97 | |
| PairNetMethod Category=Matching2025.12 | 4.2 | |
| Causal ForestMethod Category=Tree Learners2025.12 | 4.67 | |
| PerfectMatchMethod Category=Matching2025.12 | 4.86 | |
| CFRNet(WASS)Method Category=Rep. Learners2025.12 | 4.96 | |
| DragonNetMethod Category=PS. Learner2025.12 | 5.04 | |
| CFRNet(MMD)Method Category=Rep. Learners2025.12 | 6.42 | |
| TARNetMethod Category=Rep. Learners2025.12 | 6.67 | |
| PerfectMatch+SMethod Category=Matching, incorporate post-treatment variables S=true2025.12 | 6.68 | |
| DRLearnerMethod Category=Meta Learners2025.12 | 6.78 | |
| DRCFRMethod Category=Rep. Learners2025.12 | 7.8 | |
| RLearnerMethod Category=Meta Learners2025.12 | 19.74 |