If your world view is entirely consistent within itself and the available data, you have no chance to find out if it is wrong.
I suspect we can find global optima only where we can effectively exhaust the search space.
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Exhausting the search space seems hopeless to me. To high dimensional. So what I hope for is not missing nearby better local optima.
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(And even then, the "nearby" is hard.)
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