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Pattern capacity of a single quantum perceptron (2112.10115v2)

Published 19 Dec 2021 in quant-ph and cond-mat.dis-nn

Abstract: Recent developments in Quantum Machine Learning have seen the introduction of several models to generalize the classical perceptron to the quantum regime. The capabilities of these quantum models need to be determined precisely in order to establish if a quantum advantage is achievable. Here we use a statistical physics approach to compute the pattern capacity of a particular model of quantum perceptron realized by means of a continuous variable quantum system.

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