Quantum-Classical Hybrid Learning

Presentations

• Attention to quantum complexity: learning phases of monitored quantum dynamics

  ORAL · Invited

  March 20, 2025, 8:00 AM – March 20, 2025, 8:36 AM

  Publication: [1] H. Kim, Y. Zhou, Y. Xu, E.-A. Kim, et al, arXiv:2405.11632

  Presenters

  • Hyejin Kim

    • Cornell University

  Authors

  • Hyejin Kim

    • Cornell University

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• Hybrid Reinforcement Learning of QLego Generated Stabilizer Codes

  ORAL

  March 20, 2025, 8:36 AM – March 20, 2025, 8:48 AM

  Presenters

  • Yariv Yanay

    • Laboratory for Physical Sciences (LPS)

  Authors

  • Yariv Yanay

    • Laboratory for Physical Sciences (LPS)

  • Charles Tahan

    • University of Maryland / Microsoft
    • indeterminate

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• Using Noisy Qubits to Achieve Universal Reservoir Computation

  ORAL

  March 20, 2025, 8:48 AM – March 20, 2025, 9:00 AM

  Publication: Stochastic Reservoir Computers (arXiv:2405.12382)

  Presenters

  • Peter J Ehlers

    • University of Arizona

  Authors

  • Peter J Ehlers

    • University of Arizona

  • Hendra I Nurdin

    • University of New South Wales (UNSW)

  • Daniel B Soh

    • University of Arizona

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• Hybrid Quantum-Classical Approach to Reservoir Computing for Efficient Quantum State Classification and Tomography

  ORAL

  March 20, 2025, 9:00 AM – March 20, 2025, 9:12 AM

  Publication: Work in progress: "Phase Space Framework for Large Scale Quantum Reservoir Neural Networks" S. Świerczewski, P. Deuar, B. Piętka, T. C. H. Liew, M. Matuszewski and A. Opala

  Presenters

  • Stanisław Świerczewski

    • Institute of Experimental Physics, Faculty of Physics, University of Warsaw

  Authors

  • Stanisław Świerczewski

    • Institute of Experimental Physics, Faculty of Physics, University of Warsaw

  • Piotr Deuar

    • Institute of Physics, Polish Academy of Sciences

  • Michał Matuszewski

    • Institute of Physics, Polish Academy of Sciences & Center for Theoretical Physics, Polish Academy of Sciences

  • Barbara Piętka

    • Institute of Experimental Physics, Faculty of Physics, University of Warsaw

  • Andrzej Opala

    • Institute of Experimental Physics, Faculty of Physics, University of Warsaw & Institute of Physics, Polish Academy of Sciences

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• Efficient Quantum Gradient and Higher-order Derivative Estimation via Generalized Hadamard Test

  ORAL

  March 20, 2025, 9:12 AM – March 20, 2025, 9:24 AM

  Publication: https://arxiv.org/abs/2408.05406

  Presenters

  • Dantong Li

    • Yale University

  Authors

  • Dantong Li

    • Yale University

  • Dikshant Dulal

    • Yale-NUS College

  • Hanrui Wang

    • Massachusetts Institute of Technology

  • Mykhailo Ohorodnikov

    • Softserve, Inc.

  • Yongshan Ding

    • Yale University

  View abstract →

• AI-Assisted Quantum Computing for Compact Circuit Generation using CUDA-Q

  ORAL

  March 20, 2025, 9:24 AM – March 20, 2025, 9:36 AM

  Presenters

  • Yuri Alexeev

    • NVIDIA Corporation
    • NVIDIA

  Authors

  • Yuri Alexeev

    • NVIDIA Corporation
    • NVIDIA

  • Marwa Farag

    • NVIDIA Corporation
    • NVIDIA

  • Alex McCaskey

    • NVIDIA

  • Ilya Safro

    • University of Delaware

  • Kyle Sherbert

    • Virginia Tech

  • Karunya Shailesh Shirali

    • Virginia Tech

  • Ilya Tyagin

    • University of Delaware

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• Machine learning on quantum experimental data toward solving quantum many-body problems

  ORAL

  March 20, 2025, 9:36 AM – March 20, 2025, 9:48 AM

  Publication: Nature Communications volume 15, Article number: 7552 (2024)

  Presenters

  • Gyungmin Cho

    • Seoul National University

  Authors

  • Gyungmin Cho

    • Seoul National University

  • Dohun Kim

    • Seoul National University

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• Training an analog quantum bosonic neural network through backpropagation

  ORAL

  March 20, 2025, 9:48 AM – March 20, 2025, 10:00 AM

  Publication: https://www.nature.com/articles/s41534-023-00734-4

  Presenters

  • Julien Dudas

    • Laboratoire Albert Fert, CNRS, Thales

  Authors

  • Julien Dudas

    • Laboratoire Albert Fert, CNRS, Thales

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• Holographic Classical Shadow Tomography

  ORAL

  March 20, 2025, 10:00 AM – March 20, 2025, 10:12 AM

  Presenters

  • Shuhan Zhang

    • University of California, San Diego

  Authors

  • Shuhan Zhang

    • University of California, San Diego

  • Xiaozhou Feng

    • University of Texas at Austin

  • Matteo Ippoliti

    • University of Texas at Austin

  • Yi-Zhuang You

    • University of California, San Diego

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 20, 2025, 10:12 AM – March 20, 2025, 10:24 AM

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  March 20, 2025, 10:24 AM – March 20, 2025, 10:36 AM

  View abstract →

• Machine learning assisted phonon dynamics beyond harmonic limit

  ORAL

  March 20, 2025, 10:36 AM – March 20, 2025, 10:48 AM

  Presenters

  • Supriyo Ghosh

    • University of Virginia

  Authors

  • Supriyo Ghosh

    • University of Virginia

  • Niraj Aryal

    • Brookhaven National Laboratory (BNL)

  • Sheng Zhang

    • University of Virginia

  • Gia-Wei Chern

    • University of Virginia

  View abstract →