activity
20172023
most citedExperimental Machine Learning of Quantum States

160 citations · 244 across the 7 of their papers we have counts for

collaborators

7 papers

quant-ph2023

Limitations of probabilistic error cancellation for open dynamics beyond sampling overhead

Yue Ma, M. S. Kim

Quantum simulation of dynamics is an important goal in the NISQ era, within which quantum error mitigation may be a viable path towards modifying or eliminating the effects of nois…

quant-ph2023★ 9 cited

Non-Pauli errors can be efficiently sampled in qudit surface codes

Yue Ma, Michael Hanks, M. S. Kim

Surface codes are the most promising candidates for fault-tolerant quantum computation. Single qudit errors are typically modelled as Pauli operators, to which general errors are c…

quant-ph2019★ 5 cited

Quantum Speedup in Adaptive Boosting of Binary Classification

Ximing Wang, Yuechi Ma, Min-Hsiu Hsieh +1

In classical machine learning, a set of weak classifiers can be adaptively combined to form a strong classifier for improving the overall performance, a technique called adaptive b…

quant-ph2018★ 46 cited

Experimental Simultaneous Learning of Multiple Non-Classical Correlations

Mu Yang, Chang-liang Ren, Yue-chi Ma +7

Non-classical correlations can be regarded as resources for quantum information processing. However, the classification problem of non-classical correlations for quantum states rem…

quant-ph2017★ 160 cited

Experimental Machine Learning of Quantum States

Jun Gao, Lu-Feng Qiao, Zhi-Qiang Jiao +7

Quantum information technologies provide promising applications in communication and computation, while machine learning has become a powerful technique for extracting meaningful s…

quant-ph2017★ 2 cited

Transforming Bell's Inequalities into State Classifiers with Machine Learning

Yue-Chi Ma, Man-Hong Yung

Quantum information science has profoundly changed the ways we understand, store, and process information. A major challenge in this field is to look for an efficient means for cla…

quant-ph2017★ 22 cited

Simulating Molecular Spectroscopy with Circuit Quantum Electrodynamics

Ling Hu, YueChi Ma, Y. Xu +5

Spectroscopy is a crucial laboratory technique for understanding quantum systems through their interactions with electromagnetic radiation. Particularly, spectroscopy is capable of…