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Surrogate optimization of variational quantum circuits

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Proceedings of the National Academy of Sciences, Volume 122, Issue 36, September 2025. <br/>SignificanceOptimization on quantum hardware is required in many applications, including Hamiltonian simulation to quantum machine learning; this entails interesting problems that must be addressed both for noisy near-term and fault-tolerant hardware. We …

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