Relation Between Quantum Advantage in Supervised Learning and Quantum Computational Advantage
Jordi Pérez-Guijarro,
Alba Pagés-Zamora,
Javier R. Fonollosa
Abstract:The widespread use of machine learning has raised the question of quantum supremacy for supervised learning as compared to quantum computational advantage. In fact, a recent work shows that computational and learning advantage are, in general, not equivalent, i.e., the additional information provided by a training set can reduce the hardness of some problems. This paper investigates under which conditions they are found to be equivalent or, at least, highly related. This relation is analyzed by considering two… Show more
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