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Limitations of Quantum Advantage in Unsupervised Machine Learning

quant-ph · 2025-11-13 · conditional · novelty 5.0

Quantum advantage in unsupervised machine learning is limited to cases where density-matrix features absent from classical distributions can be exploited, with explicit examples showing strong dependence on input data and target observables.

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  • Limitations of Quantum Advantage in Unsupervised Machine Learning quant-ph · 2025-11-13 · conditional · none · ref 1

    Quantum advantage in unsupervised machine learning is limited to cases where density-matrix features absent from classical distributions can be exploited, with explicit examples showing strong dependence on input data and target observables.