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Petz Recovery as Time-Reversed Diffusion We establish that the Petz recovery map provides a quantum generalization of classical time-reversed diffusion under weak measurements, a

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Measurement-Based Quantum Diffusion Models

quant-ph · 2025-08-12 · unverdicted · novelty 7.0

Measurement-based quantum diffusion models are introduced to recover pure and mixed quantum states via weak measurements, quantum score matching, and Petz recovery maps with error bounds, bridging to classical stochastic reversals.

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  • Measurement-Based Quantum Diffusion Models quant-ph · 2025-08-12 · unverdicted · none · ref 4

    Measurement-based quantum diffusion models are introduced to recover pure and mixed quantum states via weak measurements, quantum score matching, and Petz recovery maps with error bounds, bridging to classical stochastic reversals.