Picture for Zhikuan Zhao

Zhikuan Zhao

Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Sep 21, 2020
Maurice Weber, Nana Liu, Bo Li, Ce Zhang, Zhikuan Zhao

Figure 1 for Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Figure 2 for Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Figure 3 for Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Figure 4 for Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

* 25 pages, 4 figures

Access Paper or Ask Questions

End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Mar 06, 2020
Zhuolin Yang, Zhikuan Zhao, Hengzhi Pei, Boxin Wang, Bojan Karlas, Ji Liu, Heng Guo, Bo Li, Ce Zhang

Figure 1 for End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Figure 2 for End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Figure 3 for End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Figure 4 for End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

* 43 pages, 9 figures

Access Paper or Ask Questions

Bayesian Deep Learning on a Quantum Computer

Jul 09, 2018
Zhikuan Zhao, Alejandro Pozas-Kerstjens, Patrick Rebentrost, Peter Wittek

Figure 1 for Bayesian Deep Learning on a Quantum Computer

Figure 2 for Bayesian Deep Learning on a Quantum Computer

Figure 3 for Bayesian Deep Learning on a Quantum Computer

* 13 pages, 5 figures, code is available at https://gitlab.com/apozas/bayesian-dl-quantum/

Access Paper or Ask Questions

A note on state preparation for quantum machine learning

Apr 01, 2018
Zhikuan Zhao, Vedran Dunjko, Jack K. Fitzsimons, Patrick Rebentrost, Joseph F. Fitzsimons

Figure 1 for A note on state preparation for quantum machine learning

Access Paper or Ask Questions

Quantum algorithms for training Gaussian Processes

Mar 28, 2018
Zhikuan Zhao, Jack K. Fitzsimons, Michael A. Osborne, Stephen J. Roberts, Joseph F. Fitzsimons

* 5 pages. Comments welcome

Access Paper or Ask Questions

Quantum assisted Gaussian process regression

Dec 12, 2015
Zhikuan Zhao, Jack K. Fitzsimons, Joseph F. Fitzsimons

* 4 pages. Comments welcome

Access Paper or Ask Questions