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Quantum computation is a (reversible) unitary transformation and theoretically it does not require energy to perform, at all. In other words, the theoretical energy cost of quantum computation is zero. Theoretically, the energy is needed to erase information (see Landauer's principle), but unitary transformations do not erase information.

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