This working paper develops a parameterized cost model comparing Quantum Amplitude Estimation (QAE) with Multilevel Monte Carlo (MLMC) for high-dimensional financial risk estimation. It analyzes crossover dimensionality under efficient-oracle and path-dependent-oracle assumptions, incorporates quantum-to-classical clock and fault-tolerance overheads, and reports a synthetic classical benchmark. The manuscript is an author draft and has not undergone peer review.
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Turdybay et al. (2026) studied this question.
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