Encoding-dependent generalization bounds for parametrized quantum circuits

A large body of recent work has begun to explore the potential of parametrized quantum circuits (PQCs) as machine learning models, within the framework of hybrid quantum-classical optimization. In particular, theoretical guarantees on the out-of-sample performance of such models, in terms of general...

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Bibliographic Details
Main Authors: Matthias C. Caro, Elies Gil-Fuster, Johannes Jakob Meyer, Jens Eisert, Ryan Sweke
Format: article
Language:EN
Published: Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften 2021
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Online Access:https://doaj.org/article/fb1662ccb5434e1ba0fb7ee8d65d5868
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