Representation Learning via Quantum Neural Tangent Kernels

Variational quantum circuits are used in quantum machine learning and variational quantum simulation tasks. Designing good variational circuits or predicting how well they perform for given learning or optimization tasks is still unclear. Here we discuss these problems, analyzing variational quantum...

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Bibliographic Details
Main Authors: Junyu Liu, Francesco Tacchino, Jennifer R. Glick, Liang Jiang, Antonio Mezzacapo
Format: Article
Language:English
Published: American Physical Society 2022-08-01
Series:PRX Quantum
Online Access:http://doi.org/10.1103/PRXQuantum.3.030323