We study self-improving sorting with hidden partitions. Our result is an optimal algorithm which runs in expected time O(H(pi(I)) + n), where I is the given input which contains n elements to be sorted, pi(I) is the output which are the ranks of all element in I, and H(pi(I)) denotes the entropy of the output.
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