Short depth circuits as quantum classifiers
AssigneeInternational Business Machines Corporation
InventorsJay M. Gambetta, Vojtech Havlicek, Paul Kristan Temme
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AssigneeInternational Business Machines Corporation
InventorsJay M. Gambetta, Vojtech Havlicek, Paul Kristan Temme
Estimating the term…
Techniques using short depth circuits as quantum classifiers are described. In one embodiment, a system is provided that comprises: quantum hardware, a memory that stores computer-executable components and a processor that executes computer-executable components stored in the memory. In one implementation, the computer-executable components comprise a calibration component that calibrates quantum hardware to generate a short depth quantum circuit. The computer-executable components further comprise a cost function component that determines a cost function for the short depth quantum circuit based on an initial value for a parameter of a machine-learning classifier. The computer-executable components further comprise a training component that modifies the initial value for the parameter during training to a second value for the parameter based on the cost function for the short depth quantum circuit.
A system, comprising:
A computer-implemented method, comprising:
A computer program product, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a computing system to cause the computing system to at least:
Dependencies are inferred from the claim text.