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Lin-Han Lin

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Preprint Sep 2026

DNNsolver: Accurate and Efficient Deep Learning Modeling of Polarization-Sensitive Diffractive Neural Networks

Diffractive neural networks (DNNs), composed of cascaded diffractive layers, offer a promising platform for high-speed optical computing. However, accurate and efficient modeling of high-density, polarization-sensitive DNNs remains challenging. Conventional model based on thin element approximation (TEA) fails to captu...

Shu-Ying Wang, Hong-Gang Sun, Lin-Han Lin · 0 citations
Preprint Jul 2026

Approximate Virtual Quantum Recovery

The recovery of quantum information after subsystem loss is a central challenge in quantum information processing. However, some states remain beyond the reach of any recovery strategies. Here we identify the algebraic origin of virtual irrecoverability, the \emph{ghost information}---correlations encoded in the global...

Yuan Liu, Lin-Han Lin, Ke-Mi Xu · 1 citation
Preprint Jul 2026

Why Some Quantum States Cannot Be Recovered

The recovery of quantum information after subsystem loss is a central challenge in quantum information processing. However, some states remain beyond the reach of any recovery strategies. Here we identify the algebraic origin of irrecoverability, the ghost information---correlations encoded in the global state that lea...

Yuan Liu, Linhan Lin, Ke-Mi Xu · 1 citation

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