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Learning sparse classifiers: Continuous and mixed integer optimization perspectives

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Prediction Models That Learn to Avoid Missing Values

cs.LG · 2025-05-06 · conditional · novelty 6.0

A regularization framework trains trees, LASSO, and ensembles to avoid relying on features that are missing at test time, cutting missingness reliance sharply with small AUROC losses.

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  • Prediction Models That Learn to Avoid Missing Values cs.LG · 2025-05-06 · conditional · none · ref 6

    A regularization framework trains trees, LASSO, and ensembles to avoid relying on features that are missing at test time, cutting missingness reliance sharply with small AUROC losses.