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Quantum Machine Learning III

FOCUS · W37 · ID: 46949

Presentations

  • Entangled Datasets for Quantum Machine Learning

    ORAL

    –

    Publication: Preprint (arXiv:2109.03400), manuscript submitted

    Presenters

    • Louis Schatzki

      University of Illinois at Urbana-Champaign

    Authors

    • Louis Schatzki

      University of Illinois at Urbana-Champaign

    • Andrew T Arrasmith

      Los Alamos National Laboratory

    • Patrick J Coles

      Los Alamos National Laboratory

    • Marco Cerezo

      Los Alamos National Laboratory

    View abstract →

  • Quantum Receiver Enhanced by Adaptive Learning

    ORAL

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    Publication: We plan to submit a related paper to journals. The title and the authors may be the same.

    Presenters

    • Chaohan Cui

      University of Arizona

    Authors

    • Chaohan Cui

      University of Arizona

    • William Horrocks

      University of Arizona

    • Saikat Guha

      University of Arizona

    • Nasser Peyghambarian

      University of Arizona

    • Quntao Zhuang

      University of Arizona

    • Zheshen Zhang

      University of Arizona

    View abstract →

  • Smart Superresolving Quantum Cameras

    ORAL · Invited

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    Publication: [1] O. S. Magana-Loaiza, R. W. Boyd, "Quantum imaging and information," Rep. Prog. Phys. 82, 124401 (2019).<br><br>[2] C. You, M. A. Quiroz-Juarez, A. Lambert, N. Bhusal, C. Dong, A. Perez-Leija, A. Javaid, R. de J. Leon-Montiel, O. S. Magana-Loaiza, "Identification of light sources using machine learning," Appl. Phys. Rev. 7, 021404 (2020).<br><br>[3] C. You, M. Hong, P. Bierhorst, A. E. Lita, S. Glancy, S. Kolthammer, E. Knill, S. W. Nam, R. P. Mirin, O. S. Magana-Loaiza, T Gerrits, "Scalable multiphoton quantum metrology with neither pre-nor post-selected measurements," Appl. Phys. Rev. 8, 041406 (2021).<br><br>[4] M. Tsang, "Quantum imaging beyond the diffraction limit by optical centroid measurements," Phys. Rev. Lett. 102, 253601 (2009).<br><br>[5] O. S. Magana-Loaiza, R. de J. Leon-Montiel, A. Perez-Leija, A. B. U'Ren, C. You, K. Busch, A. E. Lita, S. W. Nam, R. P. Mirin, and T. Gerrits, "Multiphoton quantum-state engineering using conditional measurements," npj Quantum Inf. 5, 80 (2019).<br><br>[6] C. You, M. Hong, N. Bhusal, J. Chen, M. A. Quiroz-Juarez, J. Fabre, F. Mostafavi, J. Guo, I. De Leon, R. de J. Leon-Montiel, O. S. Magana-Loaiza, "Observation of the modification of quantum statistics of plasmonic systems," Nature Communications 12, 5161 (2021).<br><br>[7] N. Bhusal, M. Hong, N. R. Miller, M. A. Quiroz-Juarez, R. de J. Leon-Montiel, C. You, O. S. Magana-Loaiza, "Smart Quantum Statistical Imaging beyond the Abbe-Rayleigh Criterion," arXiv:2110.05446v1 (2021).<br><br>[8] N. Bhusal, S. Lohani, C. You, M. Hong, J. Fabre, P. Zhao, E. M. Knutson, R. T. Glasser, O. S. Magana-Loaiza, "Spatial mode correction of single photons using machine learning," Adv. Quantum Technol. 4, 2000103 (2021).

    Presenters

    • Omar Magana-Loaiza

      Louisiana State University

    Authors

    • Omar Magana-Loaiza

      Louisiana State University

    View abstract →

  • Real-time adaptive Bayesian Estimation demonstrated on a non-single-shot readout sensor

    ORAL

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    Presenters

    • Inbar Zohar

      Weizmann Institute of Science

    Authors

    • Inbar Zohar

      Weizmann Institute of Science

    • Amit Finkler

      Weizmann Institute of Science

    • Yoav Romach

      Quantum Machines, Customer Success Engineer, Quantum Machines

    • Nir Halay

      Quantum Machines

    • Cristian Bonato

      Heriot-Watt University

    • Niv Drucker

      Quantum Machines

    • Yonatan Cohen

      Quantum Machines

    • Muhammad Junaid Arshad

      Heriot-Watt University

    View abstract →

  • Quantum machine learning with linear optics and coherent states

    ORAL

    –

    Presenters

    • Beng Yee Gan

      Centre for Quantum Technologies, National University of Singapore

    Authors

    • Beng Yee Gan

      Centre for Quantum Technologies, National University of Singapore

    • Daniel Leykam

      Centre for Quantum Technologies, National University of Singapore

    • Dimitris G Angelakis

      Centre for Quantum Technologies, National University of Singapore

    View abstract →

  • Quantum federated learning through blind quantum computing

    ORAL

    –

    Publication: W. Li, S. Lu, and D.-L. Deng, Quantum federated learning through blind quantum computing, arXiv:2103.08403(2021).<br>W. Li, S. Lu, and D.-L. Deng, Quantum federated learning through blind quantum computing, Sci. China-Phys. Mech. Astron. 64, 100312 (2021).

    Presenters

    • Weikang Li

      Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, People's Republic of China

    Authors

    • Weikang Li

      Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, People's Republic of China

    • Sirui Lu

      Max-Planck-Institut für Quantenoptik, Hans-Kopfermann-Str. 1, D-85748 Garching, Germany

    • Dong-Ling Deng

      Tsinghua University, Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, People's Republic of China

    View abstract →