V: Quantum Machine Learning

Presentations

• Experimental Quantum End-to-End Learning on a Superconducting Processor

  ORAL

  March 22, 2023, 3:30 PM – March 22, 2023, 3:42 PM

  Publication: https://arxiv.org/abs/2203.09080

  Presenters

  • Xiaoxuan Pan

    Tsinghua University

  Authors

  • Xiaoxuan Pan

    Tsinghua University

  • Xi Cao

    Tsinghua University

  • Weiting Wang

    Tsinghua University

  • Ziyue Hua

    Tsinghua University

  • Weizhou Cai

    Tsinghua University, 1.Tsinghua University 2.Beijing academy of quantum information sciences, Beijing, China

  • Xuegang Li

    Tsinghua University

  • Haiyan Wang

    Tsinghua University

  • Jiaqi Hu

    Tsinghua University

  • Yipu Song

    Tsinghua University

  • Dong-Ling Deng

    Tsinghua University

  • Chang-Ling Zou

    University of Science and Technology of China, Key Laboratory of Quantum Information, CAS, University of Science and Technology of China

  • Re-Bing Wu

    Tsinghua University

  • Luyan Sun

    Tsinghua University

  View abstract →

• Comparing Generalization Performances of Quantum and Classical Generative Models

  ORAL

  March 22, 2023, 3:42 PM – March 22, 2023, 3:54 PM

  Presenters

  • Mohamed Hibat-Allah

    University of Waterloo/Vector Institute/Zapata Computing

  Authors

  • Mohamed Hibat-Allah

    University of Waterloo/Vector Institute/Zapata Computing

  • Marta Mauri

    Zapata Computing Canada

  • Manuel S Rudolph

    Zapata Computing Inc./ EPFL

  • Alejandro Perdomo-Ortiz

    Zapata Computing Inc, Zapata Computing

  View abstract →

• Enhancing Quantum Adversarial Robustness via Randomized Encodings

  ORAL

  March 22, 2023, 3:54 PM – March 22, 2023, 4:06 PM

  Presenters

  • Weiyuan Gong

    Tsinghua University

  Authors

  • Weiyuan Gong

    Tsinghua University

  • Dong Yuan

    Tsinghua University, Center for Quantum Information, IIIS, Tsinghua University

  • Weikang Li

    Tsinghua University

  • Dong-Ling Deng

    Tsinghua University

  View abstract →

• Benchmarking of quantum generative adversarial networks using NVIDIA’s Quantum Optimized Device Architecture

  ORAL

  March 22, 2023, 4:06 PM – March 22, 2023, 4:18 PM

  Presenters

  • Pooja Rao

    Nvidia

  Authors

  • Pooja Rao

    Nvidia

  • Zohim Chandani

    NVIDIA

  • Amalee Wilson

    Stanford University, NVIDIA

  • Eric Schweitz

    NVIDIA

  • Bruno Schmitt

    NVIDIA

  • Anthony Santana

    NVIDIA

  • Bryce A Lelbach

    NVIDIA

  • Alexander McCaskey

    NVIDIA

  View abstract →

• Experimental quantum adversarial learning with programmable superconducting qubits

  ORAL

  March 22, 2023, 4:18 PM – March 22, 2023, 4:30 PM

  Publication: Experimental quantum adversarial learning with programmable superconducting qubits, arXiv:2204.01738.

  Presenters

  • Weikang Li

    Tsinghua University

  Authors

  • Weikang Li

    Tsinghua University

  View abstract →

• Renormalisation Through The Lens Of QCNNs

  ORAL

  March 22, 2023, 4:30 PM – March 22, 2023, 4:42 PM

  Publication: We plan to write the results of this work up in a future paper (still in preparation) this work focuses on, and extends, the theory aspect of Realizing quantum convolutional neural networks on a superconducting quantum processor to recognize quantum phases<br>J Herrmann, et al - Nature communications, 2022 (arxiv: 2109.05909)

  Presenters

  • Nathan A McMahon

    Friedrich-Alexander University Erlangen-Nurnberg

  Authors

  • Nathan A McMahon

    Friedrich-Alexander University Erlangen-Nurnberg

  • Petr Zapletal

    University of Erlangen-Nuremberg

  • Michael J Hartmann

    Friedrich-Alexander University Erlangen-Nuremberg, Friedrich-Alexander University Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg

  View abstract →

• Dynamical simulation via quantum machine learning with provable generalization

  ORAL

  March 22, 2023, 4:42 PM – March 22, 2023, 4:54 PM

  Publication: Dynamical simulation via quantum machine learning with provable generalization arXiv:2204.10269

  Presenters

  • Joe Gibbs

    AWE, Atomic Weapons Establishment

  Authors

  • Joe Gibbs

    AWE, Atomic Weapons Establishment

  View abstract →

• Redundant and synergistic coding in a driven nonlinear Bose-Hubbard dimer

  ORAL

  March 22, 2023, 4:54 PM – March 22, 2023, 5:06 PM

  Presenters

  • Krai Cheamsawat

    Chulalongkorn University

  Authors

  • Krai Cheamsawat

    Chulalongkorn University

  • Thiparat Chotibut

    Chulalongkorn University

  View abstract →

• Markovian Quantum Neuroevolution for Machine Learning

  ORAL

  March 22, 2023, 5:06 PM – March 22, 2023, 5:18 PM

  Presenters

  • Zhide Lu

    Tsinghua University

  Authors

  • Zhide Lu

    Tsinghua University

  View abstract →

• Learning Protocols for Quantum Entanglement Generation

  ORAL

  March 22, 2023, 5:18 PM – March 22, 2023, 5:30 PM

  Presenters

  • Noah H Johnson

    Northern Arizona University

  Authors

  • Noah H Johnson

    Northern Arizona University

  • Jake Navas

    Northern Arizona University

  • M. Jaden Brewer

    Northern Arizona University

  • Manuel Guerrero

    Northern Arizona University

  • Niquo Ceberio

    Northern Arizona University

  • Inès Montaño

    Northern Arizona University, Northern Arizona U.

  View abstract →