Proposes NDCG-optimized survival models for organ allocation with allocation guarantees and 50-100% empirical NDCG gains on historical data.
arXiv preprint arXiv:2405.02183 , year=
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Large-scale study finds that counterfactual metrics on semi-simulated data do not select the same estimators as observable metrics on real data, and benchmark rankings fail to transfer.
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Aligning Data-Driven Predictors with Allocation: A Decision-Focused Approach to Survival Analysis
Proposes NDCG-optimized survival models for organ allocation with allocation guarantees and 50-100% empirical NDCG gains on historical data.
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Real vs. Semi-Simulated: Rethinking Evaluation for Treatment Effect Estimation
Large-scale study finds that counterfactual metrics on semi-simulated data do not select the same estimators as observable metrics on real data, and benchmark rankings fail to transfer.