Novel Quantum-Enhanced Learning

Presentations

• Abstract Withdrawn

  ORAL · Withdrawn

  March 18, 2026, 3:30 PM – March 18, 2026, 3:42 PM

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• Quantum computational learning of optical states

  ORAL

  March 18, 2026, 3:42 PM – March 18, 2026, 3:54 PM

  Publication: John Crossman et al 2024 Quantum Sci. Technol. 9 045005

  Presenters

  • Spencer D Dimitroff

    • University of New Mexico/Sandia National Laboratories

  Authors

  • Spencer D Dimitroff

    • University of New Mexico/Sandia National Laboratories

  • John M Kallaugher

    • National University of Singapore

  • Ashe N Miller

    • Sandia National Laboratories

  • Mohan Sarovar

    • Sandia National Laboratories

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• Concentration phenomenon in quantum generative learning and mitigation via truncated QuDDPM

  ORAL

  March 18, 2026, 3:54 PM – March 18, 2026, 4:06 PM

  Presenters

  • Runzhe Mo

    • University of Southern California

  Authors

  • Runzhe Mo

    • University of Southern California

  • Bingzhi Zhang

    • University of Southern California

  • Quntao Zhuang

    • University of Southern California

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• Quantum Hopfield networks with higher order interactions

  ORAL

  March 18, 2026, 4:06 PM – March 18, 2026, 4:18 PM

  Presenters

  • Sharba Bhattacharjee

    • The University of Chicago

  Authors

  • Sharba Bhattacharjee

    • The University of Chicago

  • Ivar Martin

    • Argonne National Laboratory

  • Kartiek Agarwal

    • Argonne National Laboratory

  • Richard D Barney

    • University of Maryland College Park

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• Quantum Model Recycling: Turning a Classifier into a Generator

  ORAL

  March 18, 2026, 4:18 PM – March 18, 2026, 4:30 PM

  Presenters

  • Sonika Johri

    • Coherent Computing Inc

  Authors

  • Sonika Johri

    • Coherent Computing Inc

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 18, 2026, 4:30 PM – March 18, 2026, 4:42 PM

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• Conditions for efficiently learning arbitrary continuous variable quantum channels through state learning

  ORAL

  March 18, 2026, 4:42 PM – March 18, 2026, 4:54 PM

  Presenters

  • Mahadevan Subramanian

    • University of Chicago

  Authors

  • Mahadevan Subramanian

    • University of Chicago

  • Hyukgun Kwon

    • Sejong University

  • Liang Jiang

    • University of Chicago

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• Towards quantum extreme learning and reservoir computing on utility-scale digital quantum processors

  ORAL

  March 18, 2026, 4:54 PM – March 18, 2026, 5:06 PM

  Presenters

  • Timothée Dao

    • IBM Research - Zurich

  Authors

  • Timothée Dao

    • IBM Research - Zurich

  • Ege Yilmaz

    • IBM Research - Zurich

  • Ibrahim Shehzad

    • IBM Research

  • Christophe Pere

    • Nord Quantique

  • Kumar Ghosh

    • E.ON

  • Isabelle Wittmann

    • IBM Research - Zurich

  • Corey O'meara

    • E.ON

  • Giorgio Cortiana

    • E.ON

  • Stefan Woerner

    • IBM Research - Zurich

  • Francesco Tacchino

    • IBM Research - Zurich

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 18, 2026, 5:06 PM – March 18, 2026, 5:18 PM

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• Quantum automated learning

  ORAL

  March 18, 2026, 5:18 PM – March 18, 2026, 5:30 PM

  Presenters

  • Shuangyue Geng

    • Tsinghua University

  Authors

  • Shuangyue Geng

    • Tsinghua University

  • Qi Ye

    • Tsinghua University

  • Zizhao Han

    • Tsinghua University

  • Weikang Li

    • Tsinghua University

  • Luming Duan

    • Tsinghua University

  • Dong-Ling Deng

    • Tsinghua University

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• AI-Driven Reinforcement Learning Framework for Multi-Parameter Calibration of Superconducting QPUs on the QC-Test Space

  ORAL

  March 18, 2026, 5:30 PM – March 18, 2026, 5:42 PM

  Presenters

  • Teik-Hui Lee

    • Research Center for Critical Issues

  Authors

  • Teik-Hui Lee

    • Research Center for Critical Issues

  • Dai-Jia Wu

    • Research Center for Critical Issues

  • Jiun-I Lee

    • Research Center for Critical Issues

  • Huan-Hsuan Kung

    • Quantum Machines

  • Deepak Khurana

    • Quantum Machines

  • Dean Poulos

    • Quantum Machines

  • Kevin Villegas Rosales

    • Quantum Machines

  • Chii-Dong Chen

    • Research Center for Critical Issues, Academia Sinica
    • Research Center for Critical Issues
    • Academia Sinica

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• Hybrid Reward-Driven Reinforcement Learning for Efficient Quantum Circuit Synthesis

  ORAL

  March 18, 2026, 5:42 PM – March 18, 2026, 5:54 PM

  Publication: https://arxiv.org/abs/2507.16641

  Presenters

  • Sara Giordano

    • Universidad Complutense de Madrid (UCM)

  Authors

  • Sara Giordano

    • Universidad Complutense de Madrid (UCM)

  • Kornikar Sen

    • Universidad Complutense de Madrid

  • Miguel A. Martin-Delgado

    • Universidad Complutense de Madrid

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