2 papers
quant-ph2026
Noise-enhanced quantum kernels on analog quantum computers
Hsiang-Wei Huang, Shen-Liang Yang, Chuan-Chi Huang +2
The quantum kernel method, a promising quantum machine learning algorithm, possesses substantial potential for demonstrating quantum advantage. Although the majority of the quantum…
quant-ph2024
Unveiling the nonclassicality within quasi-distribution representations through deep learning
Hong-Bin Chen, Cheng-Hua Liu, Kuan-Lun Lai +4
To unequivocally distinguish genuine quantumness from classicality, a widely adopted approach focuses on the negative values of a quasi-distribution representation as compelling ev…