Off-Policy Evaluation on MIMIC-III sepsis 40% MNAR 20% (test)
10,408.2V_hat(pi)scope
Evaluation results
| Method | Links | ||
|---|---|---|---|
| scopefunction_approximation=neural network2026.06 | 10,408.2 | 10,405.3 | |
| imputefunction_approximation=neural network, auxiliary network architecture=(256, 256)2026.06 | 6.22 | 3.27 | |
| naivefunction_approximation=neural network2026.06 | 4.54 | 1.59 | |
| IPWfunction_approximation=neural network, auxiliary network architecture=(256, 256)2026.06 | 4.15 | 1.2 | |
| Proxfunction_approximation=neural network, Q-network architecture=(512, 512, 256), bridge network architecture=(512, 512, 256)2026.06 | 2.99 | 0.05 | |
| oraclefunction_approximation=neural network2026.06 | 2.94 | — |