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Quantum Amplitude Estimation (QAE) can achieve a quadratic speed-up for applications classically solved by Monte Carlo simulation.
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C. Zoufal, A. Lucchi, and S. Woerner (2019), eprint 1904.00043, URL https://arxiv.org/abs/1904.00043
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