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Challenges and opportunities in quantum machine learning

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Fourier Fingerprints of Ansatzes in Quantum Machine Learning

quant-ph · 2025-08-28 · conditional · novelty 6.0

Variational quantum circuits' Fourier coefficients are correlated in ansatz-specific ways, and the new Fourier coefficient correlation metric predicts their training performance better than expressibility in the tested cases.

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  • Fourier Fingerprints of Ansatzes in Quantum Machine Learning quant-ph · 2025-08-28 · conditional · none · ref 4

    Variational quantum circuits' Fourier coefficients are correlated in ansatz-specific ways, and the new Fourier coefficient correlation metric predicts their training performance better than expressibility in the tested cases.