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Variational quantum algorithms

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  1. Article

    Open Access

    Theoretical guarantees for permutation-equivariant quantum neural networks

    Despite the great promise of quantum machine learning models, there are several challenges one must overcome before unlocking their full potential. For instance, models based on quantum neural networks (QNNs) ...

    Louis Schatzki, Martín Larocca, Quynh T. Nguyen… in npj Quantum Information (2024)

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  2. Article

    Open Access

    Variational quantum state eigensolver

    Extracting eigenvalues and eigenvectors of exponentially large matrices will be an important application of near-term quantum computers. The variational quantum eigensolver (VQE) treats the case when the matri...

    M. Cerezo, Kunal Sharma, Andrew Arrasmith, Patrick J. Coles in npj Quantum Information (2022)

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