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Quantum Optimization for Training Quantum Neural Networks


Mar 31, 2021
Yidong Liao, Min-Hsiu Hsieh, Chris Ferrie

* 35 pages, 30 figures, 1 animation 

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Quantum circuit architecture search: error mitigation and trainability enhancement for variational quantum solvers


Nov 12, 2020
Yuxuan Du, Tao Huang, Shan You, Min-Hsiu Hsieh, Dacheng Tao

* 8+9 pages. See also a concurrent paper that appeared yesterday [arXiv:2010.08561] 

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Experimental Quantum Generative Adversarial Networks for Image Generation


Oct 21, 2020
He-Liang Huang, Yuxuan Du, Ming Gong, Youwei Zhao, Yulin Wu, Chaoyue Wang, Shaowei Li, Futian Liang, Jin Lin, Yu Xu, Rui Yang, Tongliang Liu, Min-Hsiu Hsieh, Hui Deng, Hao Rong, Cheng-Zhi Peng, Chao-Yang Lu, Yu-Ao Chen, Dacheng Tao, Xiaobo Zhu, Jian-Wei Pan

* Our first version was submitted to the journal in January 2020. Comments are welcome 

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Quantum differentially private sparse regression learning


Jul 23, 2020
Yuxuan Du, Min-Hsiu Hsieh, Tongliang Liu, Shan You, Dacheng Tao


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Quantum noise protects quantum classifiers against adversaries


Mar 20, 2020
Yuxuan Du, Min-Hsiu Hsieh, Tongliang Liu, Dacheng Tao, Nana Liu

* 16 pages, 8 figures 

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On Dimension-free Tail Inequalities for Sums of Random Matrices and Applications


Oct 08, 2019
Chao Zhang, Min-Hsiu Hsieh, Dacheng Tao


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Quantum algorithm for finding the negative curvature direction in non-convex optimization


Sep 17, 2019
Kaining Zhang, Min-Hsiu Hsieh, Liu Liu, Dacheng Tao

* 29 pages, 2 figures 

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A Quantum-inspired Algorithm for General Minimum Conical Hull Problems


Jul 16, 2019
Yuxuan Du, Min-Hsiu Hsieh, Tongliang Liu, Dacheng Tao


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Efficient Online Quantum Generative Adversarial Learning Algorithms with Applications


Apr 21, 2019
Yuxuan Du, Min-Hsiu Hsieh, Dacheng Tao


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Quantum Speedup in Adaptive Boosting of Binary Classification


Feb 03, 2019
Ximing Wang, Yuechi Ma, Min-Hsiu Hsieh, Manhong Yung


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Generalization Bounds for Vicinal Risk Minimization Principle


Nov 11, 2018
Chao Zhang, Min-Hsiu Hsieh, Dacheng Tao


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The Expressive Power of Parameterized Quantum Circuits


Oct 29, 2018
Yuxuan Du, Min-Hsiu Hsieh, Tongliang Liu, Dacheng Tao

* Comments welcomed! 

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Implementable Quantum Classifier for Nonlinear Data


Sep 17, 2018
Yuxuan Du, Min-Hsiu Hsieh, Tongliang Liu, Dacheng Tao

* 9 pages 

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The Learnability of Unknown Quantum Measurements


Jan 03, 2015
Hao-Chung Cheng, Min-Hsiu Hsieh, Ping-Cheng Yeh

* QIC, Vol. 16, No. 7-8, 0615-0656 (2016) 

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