SYSTEMS AND METHODS FOR CREATING AND USING QUANTUM BOLTZMANN MACHINES

    公开(公告)号:US20180308007A1

    公开(公告)日:2018-10-25

    申请号:US15766755

    申请日:2016-10-14

    CPC classification number: G06N99/005 B82Y10/00 G06N3/0445 G06N99/002

    Abstract: A hybrid computer generates samples for machine learning. The hybrid computer includes a processor that implements a Boltzmann machine, e.g., a quantum Boltzmann machine, which returns equilibrium samples from eigenstates of a quantum Hamiltonian. Subsets of samples are provided to training and validations modules. Operation can include: receiving a training set; preparing a model described by an Ising Hamiltonian; initializing model parameters; segmenting the training set into subsets; creating a sample set by repeatedly drawing samples until the determined number of samples has been drawn; and updating the model. Operation can include partitioning the training set into input and output data sets, and determining a conditional probability distribution that describes a probability of observing an output vector given a selected input vector, e.g., determining a conditional probability by performing a number of operations to minimize an upper bound for a log-likelihood of the conditional probability distribution.

    UNIVERSAL ADIABATIC QUANTUM COMPUTING WITH SUPERCONDUCTING QUBITS
    23.
    发明申请
    UNIVERSAL ADIABATIC QUANTUM COMPUTING WITH SUPERCONDUCTING QUBITS 审中-公开
    具有超导功能的通用ADIABATIC量子计算机

    公开(公告)号:US20150111754A1

    公开(公告)日:2015-04-23

    申请号:US14520139

    申请日:2014-10-21

    CPC classification number: G06N99/002 G11C11/44 H03K3/38 H03K19/1952

    Abstract: A quantum processor is operable as a universal adiabatic quantum computing system. The quantum processor includes physical qubits, with at least a first and second communicative coupling available between pairs of qubits via an in-situ tunable superconducting capacitive coupler and an in-situ tunable superconducting inductive coupler, respectively. Tunable couplers provide diagonal and off-diagonal coupling. Compound Josephson junctions (CJJs) of the tunable couplers are responsive to a flux bias to tune a sign and magnitude of a sum of a capacitance of a fixed capacitor and a tunable capacitance which is mediated across a pair of coupling capacitors. The qubits may be hybrid qubits, operable in a flux regime or a charge regime. Qubits may include a pair of CJJs that interrupt a loop of material and which are separated by an island of superconducting material which is voltage biased with respect to a qubit body.

    Abstract translation: 量子处理器可用作通用绝热量子计算系统。 量子处理器包括物理量子位,其中至少第一和第二通信耦合分别通过原位可调谐超导电容耦合器和原位可调谐超导感应耦合器在成对的量子位之间可用。 可调谐耦合器提供对角线和非对角线耦合。 可调谐耦合器的复合约瑟夫逊结(CJJ)响应于通量偏置来调节固定电容器的电容和在一对耦合电容器之间介导的可调谐电容之和的符号和幅度。 量子位可以是混合量子位,可在通量状态或电荷状态下操作。 Qubits可以包括一对中断材料环的CJJ,它们被相对于量子位体电压偏置的超导材料岛隔开。

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