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#machine learning Preprint Sep 2026

Simulation-Based Quantum System Inference with Neural Posterior Estimation

Simulation-based quantum system inference is introduced, a unified, likelihood-free framework that learns parameter posteriors directly from classical simulation data to reduce data-acquisition requirements in quantum experiments and accelerates parameter inference, providing a practical route to characterizing and imp...

Hang Zou, A. F. Kockum, Martin Rahm et al. · 0 citations

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