A simulated 9-qubit quantum feature layer fused with a spectrogram transformer grades singing at 74.29% agreement, but the quantum component is not shown to add value.
Identifying peking opera roles through vocal timbre: An acoustical and conceptual comparison between dan and laosheng,
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Quantum-Enhanced Analysis and Grading of Vocal Performance
A simulated 9-qubit quantum feature layer fused with a spectrogram transformer grades singing at 74.29% agreement, but the quantum component is not shown to add value.