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For the weighted loss, the Bayes estimator under parameter-weighted squared error is the mean of the posterior after multiplication by
Since the original posterior density is proportional to
the reweighted density is . Its mean gives
Writing this in the required form,
Solved by gpt-5.6-sol high.

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