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Quantum machine learning algorithms: Read the fine print,

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quant-ph 1

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2025 1

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CONDITIONAL 1

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Depth-Based Matrix Classification for the HHL Quantum Algorithm

quant-ph · 2025-05-28 · conditional · novelty 4.0

MLP classifiers can label matrices for HHL suitability with high accuracy when the exact condition number is given, but without it they require training data matched to the target matrix distribution and still struggle to identify unsuitable matrices.

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  • Depth-Based Matrix Classification for the HHL Quantum Algorithm quant-ph · 2025-05-28 · conditional · none · ref 2

    MLP classifiers can label matrices for HHL suitability with high accuracy when the exact condition number is given, but without it they require training data matched to the target matrix distribution and still struggle to identify unsuitable matrices.