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we we're asked about it, and I know that answer is "NO", and I haven't found an good enough answer yet and would appreciate an explanation with examples.

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An example, and a necessary and sufficient condition (in the case when the distribution is absolutely continuous) for the uniqueness, can be found e.g. here.

Iosif Pinelis
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