I don't understand what they are saying at all. If I have a computation that requires going through a loop n times, why should the memory requirements increase with n at all?
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Before this result, there were believed to be at least some problems where you need (almost) as much space as time, but Williams shows that, theoretically at least, that's never necessarily the case.