Quantum Machine Learning II

Presentations

• Advances in Quantum Reinforcement Learning

  Invited

  March 6, 2020, 8:00 AM – March 6, 2020, 8:36 AM

  Presenters

  • Vedran Dunjko

    • Leiden

  Authors

  • Vedran Dunjko

    • Leiden

  View abstract →

• Artificial Spiking Quantum Neural Networks

  ORAL

  March 6, 2020, 8:36 AM – March 6, 2020, 8:48 AM

  Presenters

  • Lasse Kristensen

    • Department of Physics and Astronomy, Aarhus University

  Authors

  • Lasse Kristensen

    • Department of Physics and Astronomy, Aarhus University

  • Matthias Degroote

    • Department of Chemistry, University of Toronto

  • Peter Wittek

    • Rotman School of Management, University of Toronto

  • Alan Aspuru-Guzik

    • Department of Chemistry and Department of Computer Science, Vector Institute for Artificial Intelligence, CIFAR Senior Fellow, University of Toronto
    • Department of Chemistry, University of Toronto
    • Computer Science, U Toronto

  • Nikolaj T Zinner

    • Department of Physics and Astronomy, Aarhus University
    • Aarhus Institute for Advanced Studies, Aarhus University

  View abstract →

• A Path Towards Obtaining Quantum Advantage in Training Classical Deep Generative Models with Quantum Priors

  ORAL

  March 6, 2020, 8:48 AM – March 6, 2020, 9:00 AM

  Presenters

  • Walter Vinci

    • NASA Ames Research Center

  Authors

  • Walter Vinci

    • NASA Ames Research Center

  • Lorenzo Buffoni

    • University of Florence

  • Hossein Sadeghi

    • D-Wave Systems Inc.

  • Daniel O'Connor

    • University College London

  • Evgeny Andriyash

    • D-Wave Systems Inc.

  • Mohammad Amin

    • D-Wave Systems Inc.

  View abstract →

• Experimental demonstration of quantum-enhanced machine learning in NV center system

  ORAL

  March 6, 2020, 9:00 AM – March 6, 2020, 9:12 AM

  Presenters

  • Wengang Zhang

    • Tsinghua University
    • Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, P. R. China
    • Center for Quantum Information, IIIS, Tsinghua University

  Authors

  • Wengang Zhang

    • Tsinghua University
    • Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, P. R. China
    • Center for Quantum Information, IIIS, Tsinghua University

  • Xiaolong Ouyang

    • Tsinghua University

  • Xianzhi Huang

    • Tsinghua University
    • Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, P. R. China
    • Center for Quantum Information, IIIS, Tsinghua University

  • Dongling Deng

    • Tsinghua University
    • Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, P. R. China

  • Luming Duan

    • Center for Quantum Information , IIIS, Tsinghua University
    • Tsinghua University
    • Institute for Interdisciplinary Information Sciences, Tsinghua University
    • Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, P. R. China
    • Center for Quantum Information, IIIS, Tsinghua University
    • Center for Quantum Information, Tsinghua University

  View abstract →

• Cost function embedding and dataset encoding for machine learning with parameterized quantum circuits

  ORAL

  March 6, 2020, 9:12 AM – March 6, 2020, 9:24 AM

  Presenters

  • Shuxiang Cao

    • University of Oxford

  Authors

  • Shuxiang Cao

    • University of Oxford

  • Leonard P Wossnig

    • Computer Science, University College London

  • Brian Vlastakis

    • University of Oxford

  • Peter J Leek

    • University of Oxford

  • Edward Grant

    • Computer Science, University College London

  View abstract →

• Physical-Layer Supervised Learning Assisted by an Entangled Sensor Network

  ORAL

  March 6, 2020, 9:24 AM – March 6, 2020, 9:36 AM

  Presenters

  • Quntao Zhuang

    • Electrical & Computer Engineering, University of Arizona

  Authors

  • Quntao Zhuang

    • Electrical & Computer Engineering, University of Arizona

  • Zheshen Zhang

    • Materials Science & Engineering, University of Arizona
    • Univ of Arizona
    • Department of Materials Science and Engineering, Univ of Arizona
    • Materials Science and Engineering, University of Arizona

  View abstract →

• Quantum-inspired nonlocal parallel tempering with approximate tensor network contractions

  ORAL

  March 6, 2020, 9:36 AM – March 6, 2020, 9:48 AM

  Presenters

  • Daniel Eppens

    • Google Inc.

  Authors

  • Masoud Mohseni

    • Google AI
    • Google Inc.
    • Google Inc
    • Google Research
    • Google Quantum AI Laboratory

  • Daniel Eppens

    • Google Inc.

  • Marek M Rams

    • Marian Smoluchowski Institute of Physics,, Jagiellonian University
    • Jagiellonian University

  • Sergio Boixo

    • Google Inc.
    • Google, Inc.
    • Google

  • Hartmut Neven

    • Google Inc.
    • Google AI Quantum
    • Google Inc
    • Google

  View abstract →

• Generative quantum models over tensor network architectures

  ORAL

  March 6, 2020, 9:48 AM – March 6, 2020, 10:00 AM

  Presenters

  • Khadijeh Najafi

    • Virginia Tech

  Authors

  • Khadijeh Najafi

    • Virginia Tech

  • Ahmadreza Azizi

    • Virginia Tech

  • Carlos Fuertes

    • Waymo

  • Miles Stoudenmire

    • Flatiron Institute
    • Simons Foundation
    • Center for Computational Quantum Physics, Flatiron Institute

  • Masoud Mohseni

    • Google AI
    • Google Inc.
    • Google Inc
    • Google Research
    • Google Quantum AI Laboratory

  View abstract →

• RNN-VQE: a machine learning approach to generating variational ansatze

  ORAL

  March 6, 2020, 10:00 AM – March 6, 2020, 10:12 AM

  Presenters

  • Ada Warren

    • Virginia Tech
    • Physics, Virginia Tech

  Authors

  • Ada Warren

    • Virginia Tech
    • Physics, Virginia Tech

  • Linghua Zhu

    • Virginia Tech
    • Department of Physics, Virginia Tech

  • Ho Lun Tang

    • Virginia Tech
    • Department of Physics, Virginia Tech
    • Physics, Virginia Tech

  • Khadijeh Najafi

    • Virginia Tech

  • Edwin Barnes

    • Virginia Tech
    • Department of Physics, Virginia Tech
    • Physics, Virginia Tech

  • Sophia E. Economou

    • Virginia Tech
    • Department of Physics, Virginia Tech
    • Physics, Virginia Tech

  View abstract →

• Measuring Correlation Scaling in Images via Logistic Regression

  ORAL

  March 6, 2020, 10:12 AM – March 6, 2020, 10:24 AM

  Presenters

  • Ian Convy

    • Chemistry, University of California, Berkeley

  Authors

  • Ian Convy

    • Chemistry, University of California, Berkeley

  • William Huggins

    • Chemistry, University of California, Berkeley
    • University of California, Berkeley

  • Birgitta K Whaley

    • Chemistry, University of California, Berkeley
    • University of California, Berkeley
    • Department of Chemistry, University of California, Berkeley

  View abstract →

• Quantum neural network for generating quantum states

  ORAL

  March 6, 2020, 10:24 AM – March 6, 2020, 10:36 AM

  Presenters

  • Rongxin Xia

    • Department of Chemistry, Department of Physics and Astronomy, and Birck Nanotechnology Center, Purdue University

  Authors

  • Rongxin Xia

    • Department of Chemistry, Department of Physics and Astronomy, and Birck Nanotechnology Center, Purdue University

  • Sabre Kais

    • Department of Chemistry, Department of Physics and Astronomy, and Birck Nanotechnology Center, Purdue University
    • Purdue Univ
    • Department of Chemistry and Physics, Purdue Univ
    • Department of Physics, Department of Chemistry, and the Birck Nanotechnology Center, Purdue Univ

  View abstract →

• Gauge Enhanced Quantum Criticality and Time Reversal Domain Wall: SU(2) Yang-Mills Dynamics with Topological Terms

  ORAL

  March 6, 2020, 10:36 AM – March 6, 2020, 10:48 AM

  Presenters

  • Yunqin Zheng

    • Princeton University

  Authors

  • Yunqin Zheng

    • Princeton University

  • Yizhuang You

    • University of California, San Diego
    • Department of Physics, University of California, San Diego

  • Juven C Wang

    • Center of Mathematical Sciences and Applications, Harvary University
    • Center of Mathematical Sciences and Applications, Harvard University

  View abstract →

• Robust Decomposition of Quantum States

  ORAL

  March 6, 2020, 10:48 AM – March 6, 2020, 11:00 AM

  Presenters

  • Jonathan Moussa

    • Molecular Sciences Software Institute
    • The Molecular Sciences Software Institute

  Authors

  • Jonathan Moussa

    • Molecular Sciences Software Institute
    • The Molecular Sciences Software Institute

  View abstract →