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Zichao Shao

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Preprint Aug 2026

Simultaneous Group-Envelope Bounds for $\Gamma$-Robust Multiple-Choice Knapsack Problems

Many robust planning problems are solved by checking a family of ordinary optimization problems, one for each uncertainty threshold. Repeatedly building and solving those relaxations can dominate runtime. We show that, when a decision chooses exactly one option from each group, the entire threshold family of multiple-c...

Zichao Shao · 0 citations

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