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Learning to predict arbitrary quantum processes

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quant-ph 1

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2025 1

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Learning thermodynamic master equations for open quantum systems

quant-ph · 2025-06-02 · unverdicted · novelty 6.0

A data-driven model learns thermodynamically consistent master equations for open quantum systems, estimating Hamiltonians and couplings from synthetic two- and three-level data plus experimental two-level quantum device measurements.

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  • Learning thermodynamic master equations for open quantum systems quant-ph · 2025-06-02 · unverdicted · none · ref 8

    A data-driven model learns thermodynamically consistent master equations for open quantum systems, estimating Hamiltonians and couplings from synthetic two- and three-level data plus experimental two-level quantum device measurements.