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• W3107698810 abstract "Quantum computing enables quantum neural networks (QNNs) to have great potential to surpass artificial neural networks. The powerful generalization of neural networks is attributed to nonlinear activation functions. Although various models related to QNNs have been developed, they are facing the challenge of merging the nonlinear, dissipative dynamics of neural computing into the linear, unitary quantum system. In this paper, we establish different quantum circuits to approximate nonlinear functions and then propose a generalizable framework to realize any nonlinear quantum neuron. We present two quantum neuron examples based on the proposed framework. The quantum resources required to construct a single quantum neuron are polynomial in function of the input size. Finally, both IBM Quantum Experience results and numerical simulations illustrate the effectiveness of the proposed framework." @default.
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• W3107698810 date "2020-11-25" @default.
• W3107698810 modified "2023-10-16" @default.
• W3107698810 title "Nonlinear quantum neuron: A fundamental building block for quantum neural networks" @default.
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• W3107698810 doi "https://doi.org/10.1103/physreva.102.052421" @default.
• W3107698810 hasPublicationYear "2020" @default.
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