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06/20/2023
Pseudorandom unitaries are neither real nor sparse nor noise-robust
Pseudorandom quantum states (PRSs) and pseudorandom unitaries (PRUs) pos...
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03/23/2023
Generalization with quantum geometry for learning unitaries
Generalization is the ability of quantum machine learning models to make...
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08/02/2021
Large-scale quantum machine learning
Quantum computers promise to enhance machine learning for practical appl...
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06/07/2021
NISQ Algorithm for Semidefinite Programming
Semidefinite Programming (SDP) is a class of convex optimization program...
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04/29/2021
Optimal training of variational quantum algorithms without barren plateaus
Variational quantum algorithms (VQAs) promise efficient use of near-term...
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02/02/2021
Capacity and quantum geometry of parametrized quantum circuits
To harness the potential of noisy intermediate-scale quantum devices, it...
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01/21/2021