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PolyStepOR: Learning to Decide Without Optimal Decisions

Nguyen, Viet The et al.
arXiv (All) · Papers
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Decision-focused learning (DFL) trains predictors for downstream decision quality, but often relies on optimal reference decisions that are expensive to obtain. We present PolyStepOR, which trains directly from realized decision costs without pre-computed optima and extends to in-constraint predicti
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