Another random thought: This has the structure of a moment problem, so surely the answer to the existence question basically comes down to a “matrix completion” problem: For any sample size, can the sequence of Hankel matrices can be completed to a positive definite infinite Hankel matrix?
The answer would probably be “sometimes and here are some uncheckable conditions”.

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