Novel Quantum-Enhanced Learning

Presentations

• Classical training of quantum generative models based on Fermion Sampling

  Oral-In-person · Withdrawn

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

  Presenters

  • Zoltan Zimboras

    • Wigner Research Center for Physics

  Authors

  • Zoltan Zimboras

    • Wigner Research Center for Physics

  • Zoltán Kolarovszki

    • Wigner Research Centre for Physics

  • Bence Bakó

    • HUN-REN Wigner Research Centre for Physics

  View abstract →

• Quantum computational learning of optical states

  Oral-In-person

  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 Dimitroff

    • University of New Mexico

  Authors

  • Spencer Dimitroff

    • University of New Mexico

  • John Kallaugher

  • Ashe Miller

    • Sandia National Laboratories

  • Mohan Sarovar

  View abstract →

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

  Oral-In-person

  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

  View abstract →

• Quantum Hopfield networks with higher order interactions

  Oral-In-person

  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 Barney

    • University of Maryland College Park

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• Quantum Model Recycling: Turning a Classifier into a Generator

  Oral-In-person

  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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• Majoranas Inside: Hybrid quantum-classical neural network with a fermionic layer

  Oral-In-person · Withdrawn

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

  Presenters

  • Ayana Sarkar

    • Universite de Sherbrooke

  Authors

  • Jyoti Faujdar

  • Jérémie Gince

    • Université de Sherbrooke

  • Stefanos Kourtis

  • Ayana Sarkar

    • Universite de Sherbrooke

  View abstract →

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

  Oral-In-person

  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

    • UNIVERSITY OF CHICAGO

  • Liang Jiang

    • University of Chicago

  View abstract →

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

  Oral-In-person

  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

  • Ibrahim Shehzad

  • Christophe Pere

  • Kumar Ghosh

  • Isabelle Wittmann

  • Corey O'meara

  • Giorgio Cortiana

  • Stefan Woerner

  • Francesco Tacchino

    • IBM Research - Zurich

  View abstract →

• Fermionic Kernel Methods For Regression and Classification

  Oral-In-person · Withdrawn

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

  Presenters

  • Pio Ezin

  Authors

  • Pio Ezin

  • Lorraine Majiri

  • Jérémie Gince

    • Université de Sherbrooke

  • Jyoti Faujdar

  • Stefanos Kourtis

  • Ayana Sarkar

    • Universite de Sherbrooke

  View abstract →

• Quantum automated learning

  Oral-In-person

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

  Presenters

  • Shuangyue Geng

    • Tsinghua University

  Authors

  • Shuangyue Geng

    • Tsinghua University

  • Qi Ye

  • Zizhao Han

  • Weikang Li

    • Tsinghua University

  • Luming Duan

  • Dong-Ling Deng

  View abstract →

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

  Oral-In-person

  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

  • Jiun-I Lee

  • Huan-Hsuan Kung

  • Deepak Khurana

  • Dean Poulos

  • Kevin Villegas Rosales

  • Chii-Dong Chen

  View abstract →

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

  Oral-In-person

  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

  • Miguel A. Martin-Delgado

  View abstract →