Treatment Effect Estimation on IHDP
1.392PEHE MeanInferenceEvolve
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| InferenceEvolveMode=True2026.04 | 1.392 | 0.021 | 1.222 | 100 | 49.3 | |
| InferenceEvolveMode=Proxy2026.04 | 1.632 | 0.311 | 1.034 | 83 | 57.1 | |
| BARTConfiguration=Baseline2026.04 | 2.411 | — | — | — | — | |
| NW + relations + MLPLearner=T-learner2025.12 | 3.3 | 0.3 | — | — | — | |
| LightGBM, no rel-s infoLearner=T-learner2025.12 | 3.6 | 0.3 | — | — | — | |
| LightGBM, rel-s featuresLearner=T-learner2025.12 | 3.6 | 0.3 | — | — | — | |
| NW + relations + MLPLearner=S-learner2025.12 | 3.9 | 0.5 | — | — | — | |
| LightGBM, no rel-s infoLearner=X-learner2025.12 | 4 | 0.2 | — | — | — | |
| LightGBM, rel-s featuresLearner=X-learner2025.12 | 4 | 0.2 | — | — | — | |
| NW + relations + MLPLearner=X-learner2025.12 | 4.1 | 0.5 | — | — | — | |
| LightGBM, no rel-s infoLearner=S-learner2025.12 | 4.4 | 0.3 | — | — | — | |
| LightGBM, rel-s featuresLearner=S-learner2025.12 | 4.5 | 0.3 | — | — | — | |
| NW + relations, learnable normLearner=T-learner2025.12 | 4.6 | 0.4 | — | — | — | |
| NW + relations, learnable normLearner=X-learner2025.12 | 5.2 | 0.4 | — | — | — | |
| TabRelLearner=X-learner2025.12 | 5.5 | 1.4 | — | — | — | |
| TabRelLearner=T-learner2025.12 | 5.8 | 1.4 | — | — | — | |
| NW + relations, L2 normLearner=X-learner2025.12 | 6.9 | 2 | — | — | — | |
| NW, no rel-s infoLearner=X-learner2025.12 | 7 | 1.5 | — | — | — | |
| NW, rel-s featuresLearner=X-learner2025.12 | 7.1 | 1.6 | — | — | — | |
| NW + relations, learnable normLearner=S-learner2025.12 | 8.6 | 1.8 | — | — | — | |
| NW + relations, L2 normLearner=S-learner2025.12 | 14.8 | 2.1 | — | — | — | |
| NW, no rel-s infoLearner=S-learner2025.12 | 15.3 | 2.3 | — | — | — | |
| NW, rel-s featuresLearner=S-learner2025.12 | 16.9 | 2 | — | — | — | |
| TabRelLearner=S-learner2025.12 | 24.3 | 3 | — | — | — | |
| NW, rel-s featuresLearner=T-learner2025.12 | 51.9 | 3 | — | — | — | |
| NW, no rel-s infoLearner=T-learner2025.12 | 61.2 | 3 | — | — | — | |
| NW + relations, L2 normLearner=T-learner2025.12 | 66.8 | 3.5 | — | — | — |