Neural quantum kernels: Training quantum kernels with quantum neural networks

Quantum and classical machine learning have been naturally connected through kernel methods, which have also served as proof-of-concept for quantum advantage. Quantum embeddings encode classical data into quantum feature states, enabling the construction of embedding quantum kernels (EQKs) by measur...

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Bibliographic Details
Main Authors: Pablo Rodriguez-Grasa, Yue Ban, Mikel Sanz
Format: Article
Language:English
Published: American Physical Society 2025-06-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/xphb-x2g4
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