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      <title>Bandits, Budgets, and the Art of Waiting: How Delay-Aware Algorithms Rewire Resource Allocation</title>
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      <description>A mechanism-first reading of MetaCUB, a bi-level contextual bandit framework for allocating scarce resources when outcomes arrive late, populations churn, and fairness cannot be bolted on afterwards.</description>
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