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    An algorithm's theoretical role in complexity class separ... — Carmelics
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    Challenges→Parallel algorithms that achieve speedup only by employing exponentially many processors relative to input size are of little practical significance

    An algorithm's theoretical role in complexity class separations and reductions retains practical significance even without physical instantiation, as it bounds what efficient solutions must look like.

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    Key Terms

    Complexity class(Computational complexity theory)
    A set of languages all of which can be decided within a given time or space complexity bound t(n) or s(n) with respect to a fixed model of computation.
    Efficient solutions(as used in computer science and philosophy of computation)
    Ways of solving problems that use a reasonable amount of time and computing power, rather than taking forever or requiring massive resources.
    Physical instantiation(what the statement says mathematical entities don't depend on)
    When an abstract concept becomes real in a concrete, physical form—like how the number 5 might be instantiated by five actual apples sitting on a table.
    Reductions (in computational theory)(as used in computer science and logic)
    A method of showing that one problem is as hard as another by demonstrating you can transform one into the other.

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    algorithm(Philosophy of computation and information)
    A fundamental concept in information and computation theory, accepted as a primitive notion alongside data set

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    Parallel algorithms that achieve speedup only by employing exponentially many pr...

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