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Nonpreemptive queueing breaks standard myopic priority rules because optimal decisions fundamentally depend on the remaining horizon, yet certainty-equivalence Bellman planning can still match the theoretical lower bound at $\widetilde{O}(\sqrt{d/T})$ regret.
