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If this isn't known, would they theoretically be? I'm particularly interested in knowing whether a QC would be faster at evaluating the fitness function of the possible solutions than a classical machine

Sanchayan Dutta
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There are quantum algorithms for genetic programming which would theoretically have advantages over the corresponding classical genetic programming algorithms but you would need a full-fledged quantum computer with more qubits than any quantum computer we currently have, in order to observe such an advantage.