Myeongjin Shin
3 papers in the PaperMetrix corpus
Papers by this author
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Mutual information maximizing quantum generative adversarial networks
2023 · arXiv (Cornell University)
One of the most promising applications in the era of Noisy Intermediate-Scale Quantum (NISQ) computing is quantum generative adversarial networks (QGANs), which offer significant quantum advantages over classical machine learning in various domains. However, QGANs …
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Resource-efficient algorithm for estimating the trace of quantum state powers
2025 · Quantum
Estimating the trace of quantum state powers, <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mtext>Tr</mml:mtext><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mi>k</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:math>, for <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>k</mml:mi></mml:math> identical quantum states is a fundamental task with numerous applications in quantum information processing, including nonlinear function estimation of quantum states …
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Bounding quantum uncommon information with quantum neural estimators
2025 · arXiv (Cornell University)
In classical information theory, uncommon information refers to the amount of information that is not shared between two messages, and it admits an operational interpretation as the minimum communication cost required to exchange the messages. …