For Pandora's box, replacing true distributions by estimates within Kolmogorov distance epsilon reduces optimal expected utility by at most O(n epsilon).
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Pandora with Inaccurate Priors
For Pandora's box, replacing true distributions by estimates within Kolmogorov distance epsilon reduces optimal expected utility by at most O(n epsilon).