Author

A. F. Kockum

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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

Preprint Sep 2026

Heuristically optimizing, synthesizing, and prioritizing measurement settings for quantum state tomography

The results show that heuristic GC methods substantially reduce the number of required measurement settings for QST and enable priority-based scheduling that maximizes the information gain per experiment, providing speedups of several orders of magnitude over brute-force methods already for these relatively small quant...

Sumukh S. Moudghalya, A. F. Kockum, Akshay Gaikwad · 0 citations