Causal Inference On Jobs
Metrics
Average Treatment Effect on the Treated Error
Results
Performance results of various models on this benchmark
Model Name | Average Treatment Effect on the Treated Error | Paper Title | Repository |
|---|---|---|---|
| CFR MMD | 0.08 | Estimating individual treatment effect: generalization bounds and algorithms | - |
| CFR WASS | 0.09 | Estimating individual treatment effect: generalization bounds and algorithms | - |
| BCAUSS | 0.05 | Learning end-to-end patient representations through self-supervised covariate balancing for causal treatment effect estimation | |
| BART | 0.08 | BART: Bayesian additive regression trees | - |
| GANITE | 0.06 | GANITE: Estimation of Individualized Treatment Effects using Generative Adversarial Nets |
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