| CPC G06N 10/60 (2022.01) [G06E 3/005 (2013.01); G06N 10/40 (2022.01)] | 20 Claims |

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1. A method of performing computation in a hybrid quantum-classical computing system comprising a classical computer and a quantum processor, comprising:
computing, by a classical computer, a model Hamiltonian onto which a selected problem is mapped, wherein the model Hamiltonian comprises a plurality of sub-Hamiltonians;
transforming a quantum processor from an initial state to a trial state based on each of the plurality of sub-Hamiltonians and an initial set of variational parameters by applying a reduced trial state preparation circuit to the quantum processor, wherein the quantum processor comprises a plurality of qubits; and
outputting, by the classical computer, an optimized solution to the selected problem, based on an expectation value of each of the plurality of sub-Hamiltonians on the quantum processor.
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