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> if it's the global minimum or not

Not impossible, just very expensive, because k-means is NP-hard, and finding the strictly optimal solution may require exponential time (or worse).

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Yes, right. That's more rigorous to say it like that. Note that at the scales of the paper it is in practice impossible with today's computational means.
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