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公开(公告)号:US20240020564A1
公开(公告)日:2024-01-18
申请号:US17863508
申请日:2022-07-13
发明人: Shashanka Ubaru , Kenneth Lee Clarkson , Ismail Yunus Akhalwaya , Mark S. Squillante , Vasileios Kalantzis , Lior Horesh
摘要: Systems and methods for operating a quantum system are described. A controller of a quantum system can generate a command signal. The quantum system can include quantum hardware having a plurality of qubits. An interface of the quantum system can control the quantum hardware based on the command signal to generate a random state vector represented by the plurality of qubits. The random state vector can include a specific number of independent entries. The interface can control the quantum hardware to determine moments of a matrix based on the random state vector. The controller can be further configured to output the moments of the matrix to a computing device to estimate a trace of the matrix using the moments.
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公开(公告)号:US20220107989A1
公开(公告)日:2022-04-07
申请号:US17065277
申请日:2020-10-07
发明人: Tal Kachman , Mark S. Squillante , Lior Horesh , Kenneth Lee Clarkson , John A. Gunnels , Ismail Yunus Akhalwaya , Jayram Thathachar
摘要: A method for performing sparse quantum Fourier transform computation includes defining a set of quantum circuits, each quantum circuit comprising a Hadamard gate and a single frequency rotation operator, said set of quantum circuits being equivalent to a quantum Fourier transform circuit. The method includes constructing a subset of said quantum circuits in a quantum processor, said quantum processor having a quantum representation of a classical distribution loaded into a quantum state of said quantum processor. The method includes executing said subset of said quantum circuits on said quantum state, and performing a measurement in a frequency basis to obtain a frequency distribution corresponding to said quantum state.
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公开(公告)号:US20240020563A1
公开(公告)日:2024-01-18
申请号:US17863449
申请日:2022-07-13
发明人: Ismail Yunus Akhalwaya , Shashanka Ubaru , Kenneth Lee Clarkson , Mark S. Squillante , Vasileios Kalantzis , Lior Horesh
摘要: Systems and methods for operating quantum systems are described. A controller of a quantum system can generate a command signal. The quantum system can include quantum hardware having a plurality of qubits. An interface of the quantum system can control the quantum hardware based on the command signal to sample an input vector represented by the first set of qubits, where the input vector includes mixed states with different Hamming weights. The interface can control the quantum hardware to entangle the first set of qubits to the second set of qubits, where the second set of qubits represent a count of nonzero elements in the input vector. The interface can control the quantum hardware to generate an output vector based on the entanglement of the first set of qubits to the second set of qubits, where the output vector includes one or more states having a specific Hamming weight.
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公开(公告)号:US20220284996A1
公开(公告)日:2022-09-08
申请号:US17188310
申请日:2021-03-01
IPC分类号: G16H10/60 , G06F40/30 , G06F40/284
摘要: Methods and systems for performing a natural language processing task include identifying hypernym/hyponym relations in a depth-wise ontology and identifying synonymy relations in a breadth-wise ontology. The depth-wise ontology and the breadth-wise ontology are combined into a combined ontology using the identified hypernym/hyponym relations and the identified synonymy relations. Enhanced hypernym/hyponym relations are embedded using the combined ontology. A natural language processing task is performed using the enhanced hypernym/hyponym relations and the combined ontology.
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公开(公告)号:US20200265274A1
公开(公告)日:2020-08-20
申请号:US16276719
申请日:2019-02-15
摘要: Techniques regarding topological classification of complex datasets are provided. For example, one or more embodiments described herein can comprise a system, which can comprise a memory that can store computer executable components. The system can also comprise a processor, operably coupled to the memory, and that can execute the computer executable components stored in the memory. The computer executable components can comprise a quantum computing component that can encode eigenvalues of a Laplacian matrix into a phase on a quantum state of a quantum circuit. The computer executable components can also comprise a classical computing component that infers a Betti number using a Bayesian learning algorithm by measuring an ancilla state of the quantum circuit.
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6.
公开(公告)号:US12118059B2
公开(公告)日:2024-10-15
申请号:US17335928
申请日:2021-06-01
CPC分类号: G06F17/16 , G06F16/2237 , G06F17/11
摘要: A system, method, and computer program product are disclosed. The method includes loading a first set of data as an initial matrix and determining a truncated singular value decomposition (SVD) of the initial matrix. The method also includes loading a second set of data as a new matrix, generating a first projection matrix, which approximates k leading left singular vectors of the updated matrix, and generating a second projection matrix, which approximates k leading right singular vectors of the updated matrix. Further, the method includes determining based on the initial matrix, the new matrix, the SVD of the existing matrix, and the first or second projection matrix, an approximate truncated SVD of the updated matrix.
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公开(公告)号:US11934479B2
公开(公告)日:2024-03-19
申请号:US17065277
申请日:2020-10-07
发明人: Tal Kachman , Mark S. Squillante , Lior Horesh , Kenneth Lee Clarkson , John A. Gunnels , Ismail Yunus Akhalwaya , Jayram Thathachar
CPC分类号: G06F17/141 , G06N10/00
摘要: A method for performing sparse quantum Fourier transform computation includes defining a set of quantum circuits, each quantum circuit comprising a Hadamard gate and a single frequency rotation operator, said set of quantum circuits being equivalent to a quantum Fourier transform circuit. The method includes constructing a subset of said quantum circuits in a quantum processor, said quantum processor having a quantum representation of a classical distribution loaded into a quantum state of said quantum processor. The method includes executing said subset of said quantum circuits on said quantum state, and performing a measurement in a frequency basis to obtain a frequency distribution corresponding to said quantum state.
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8.
公开(公告)号:US20220382831A1
公开(公告)日:2022-12-01
申请号:US17335928
申请日:2021-06-01
摘要: A system, method, and computer program product are disclosed. The method includes loading a first set of data as an initial matrix and determining a truncated singular value decomposition (SVD) of the initial matrix. The method also includes loading a second set of data as a new matrix, generating a first projection matrix, which approximates k leading left singular vectors of the updated matrix, and generating a second projection matrix, which approximates k leading right singular vectors of the updated matrix. Further, the method includes determining based on the initial matrix, the new matrix, the SVD of the existing matrix, and the first or second projection matrix, an approximate truncated SVD of the updated matrix.
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公开(公告)号:US20210256414A1
公开(公告)日:2021-08-19
申请号:US16576046
申请日:2019-09-19
摘要: Systems, computer-implemented methods, and computer program products that can facilitate quantum topological classification are described. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a topological component that employs one or more quantum computing operations to identify one or more persistent homology features of a topological simplicial structure. The computer executable components can further comprise a topological classifier component that employs one or more machine learning models to classify the topological simplicial structure based on the one or more persistent homology features.
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公开(公告)号:US20240346106A1
公开(公告)日:2024-10-17
申请号:US18298727
申请日:2023-04-11
发明人: Lior Horesh , Cristina Cornelio , Sanjeeb Dash , Joao P. Goncalves , Kenneth Lee Clarkson , Nimrod Megiddo , Bachir El Khadir , Vernon Ralph Austel
IPC分类号: G06F17/11
CPC分类号: G06F17/11
摘要: A method for obtaining a refined model given a mis-specified symbolic model. The method includes receiving a mis-specified symbolic model and data pertaining to a process or phenomenon corresponding to the mis-specified symbolic model; receiving one or more constraints; generating a plurality of partial expression trees based on the mis-specified symbolic model; solving an optimization problem for each of the partial expression trees; and determining a refined symbolic model of the mis-specified symbolic model based on results of the optimization problem for each partial expression tree.
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