Machine learning enables completely automatic tuning of a quantum device faster than human experts.

Hyungil Moon

Hyungil Moon Dominic T. Lennon James Kirkpatrick Nina M. van Esbroeck Leon C. Camenzind Liuqi Yu Florian Vigneau Dominik M. Zumbühl G. Andrew D. Briggs Michael A. Osborne Dino Sejdinovic Edward A. Laird Natalia Ares Machine learning enables completely automatic tuning of a quantum device faster than human experts. 2020 abs/2001.02589 CoRR http://arxiv.org/abs/2001.02589 db/journals/corr/corr2001.html#abs-2001-02589

Nina M. van Esbroeck Dominic T. Lennon Hyungil Moon V. Nguyen Florian Vigneau Leon C. Camenzind Liuqi Yu Dominik M. Zumbühl G. Andrew D. Briggs Dino Sejdinovic Natalia Ares Quantum device fine-tuning using unsupervised embedding learning. 2020 abs/2001.04409 CoRR https://arxiv.org/abs/2001.04409 db/journals/corr/corr2001.html#abs-2001-04409

V. Nguyen S. B. Orbell Dominic T. Lennon Hyungil Moon Florian Vigneau Leon C. Camenzind Liuqi Yu Dominik M. Zumbühl G. Andrew D. Briggs Michael A. Osborne Dino Sejdinovic Natalia Ares Deep Reinforcement Learning for Efficient Measurement of Quantum Devices. 2020 abs/2009.14825 CoRR https://arxiv.org/abs/2009.14825 db/journals/corr/corr2009.html#abs-2009-14825

Dominic T. Lennon Hyungil Moon Leon C. Camenzind Liuqi Yu Dominik M. Zumbühl G. Andrew D. Briggs Michael A. Osborne Edward A. Laird Natalia Ares Efficiently measuring a quantum device using machine learning. 2018 abs/1810.10042 CoRR http://arxiv.org/abs/1810.10042 db/journals/corr/corr1810.html#abs-1810-10042

Donghyun Kim Hyungil Moon Donghyun Park Hayong Shin An efficient approximate solution for stochastic Lanchester models. 1470-1481 2017 68 J. Oper. Res. Soc. 11 https://doi.org/10.1057/s41274-016-0163-6 db/journals/jors/jors68.html#KimMPS17

Hyungil Moon Geonhwan Ju Seyoun Park Hayong Shin 3D freehand ultrasound reconstruction using a piecewise smooth Markov random field. 101-113 2016 151 Comput. Vis. Image Underst. https://doi.org/10.1016/j.cviu.2015.12.009 db/journals/cviu/cviu151.html#MoonJPS16

Donghyun Kim Hyungil Moon Donghyun Park Hayong Shin A fast approximation of an inhomogeneous stochastic lanchester model. 3152-3153 2015 WSC https://doi.org/10.1109/WSC.2015.7408445 http://dl.acm.org/citation.cfm?id=2889014 conf/wsc/2015 db/conf/wsc/wsc2015.html#KimMPS15 Natalia Ares G. Andrew D. Briggs Leon C. Camenzind Nina M. van Esbroeck Geonhwan Ju Donghyun Kim James Kirkpatrick Edward A. Laird Dominic T. Lennon V. Nguyen S. B. Orbell Michael A. Osborne Donghyun Park Seyoun Park Dino Sejdinovic Hayong Shin Florian Vigneau Liuqi Yu Dominik M. Zumbühl