| CPC G06N 10/80 (2022.01) [G06F 8/30 (2013.01); G06F 8/41 (2013.01); G06N 3/08 (2013.01); G06N 7/01 (2023.01)] | 11 Claims |
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11. A computing system comprising:
one or more processors; and
memory storing instructions that are configured, when executed by the one or more processors, to perform operations comprising:
obtaining a discretized state space, the discretized state space comprising a first plurality of unitary operations for one or more qubits of a quantum processor, wherein the first plurality of unitary operations is expressed in a high-level quantum programing language, and the quantum processor permits only a specified set of quantum logic gates;
obtaining a discrete action space, the discrete action space comprising a second plurality of unitary operations for the one or more qubits of the quantum processor, wherein the second plurality of unitary operations are expressed in a low-level quantum programing language and correspond to the specified set of quantum logic gates that are permitted by the quantum processor;
defining a neural network that uses the discretized state space and the discrete action space to compile quantum programs;
training the neural network using a dynamic programming process;
identifying a target unitary operation in the discretized state space;
generating a quantum program using the trained neural network, the quantum program being configured to perform the target unitary operation using a subset of the second plurality of unitary operations in the discrete action space; and
causing the quantum processor to execute the quantum program.
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