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The paper's decomposition framework can be used to diagnose sources of risk: if the sample risk premium accounts for too high a proportion, it may be necessary to increase the sample size or improve the sampling strategy; if post-sample regret dominates, then generalization ability needs attention.

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11/4/2026
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