Hybrid Quantum-Classical Algorithms at Scale

Presentations

• Hybrid quantum generative model for molecule generation

  ORAL

  March 19, 2025, 3:00 PM – March 19, 2025, 3:12 PM

  Presenters

  • Marwa Farag

    • NVIDIA Corporation
    • NVIDIA

  Authors

  • Marwa Farag

    • NVIDIA Corporation
    • NVIDIA

  • Anthony Smaldone

    • Department of Chemistry, Yale University,

  • Yu Shee

    • Department of Chemistry, Yale University

  • Gregory Kyro

    • Department of Chemistry, Yale University

  • Zohim Chandani

    • NVIDIA

  • Elica Kyoseva

    • NVIDIA

  • Victor Batista

    • Department of Chemistry, Yale University & Yale Quantum Institute, Yale University
    • Yale University

  View abstract →

• Hybrid Quantum-Classical Reinforcement Learning in Latent Observation Spaces

  ORAL

  March 19, 2025, 3:12 PM – March 19, 2025, 3:24 PM

  Publication: A pre-print of this study is avalaible (https://arxiv.org/abs/2410.18284).

  Presenters

  • Daniel Nagy

    • Wigner Research Centre for Physics

  Authors

  • Daniel Nagy

    • Wigner Research Centre for Physics

  View abstract →

• QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation

  ORAL

  March 19, 2025, 3:24 PM – March 19, 2025, 3:36 PM

  Publication: https://nips.cc/virtual/2024/poster/96019
  https://arxiv.org/abs/2406.00132

  Presenters

  • Zhuo Chen

    • Massachusetts Institute of Technology

  Authors

  • Zhuo Chen

    • Massachusetts Institute of Technology

  • Rumen Dangovski

    • Massachusetts Institute of Technology

  • Charlotte Loh

    • Massachusetts Institute of Technology

  • Owen Dugan

    • Massachusetts Institute of Technology

  • Di Luo

    • Massachusetts Institute of Technology

  • Marin Soljačić

    • Massachusetts Institute of Technology

  View abstract →

• Quantum ensemble learning with a programmable superconducting processor

  ORAL

  March 19, 2025, 3:36 PM – March 19, 2025, 3:48 PM

  Presenters

  • Jiachen Chen

    • Zhejiang University

  Authors

  • Jiachen Chen

    • Zhejiang University

  View abstract →

• Abstract Withdrawn

  COFFEE_KLATCH · Withdrawn

  March 19, 2025, 3:48 PM – March 19, 2025, 4:00 PM

  View abstract →

• Securing HHL Quantum Algorithm against Quantum Computer Attacks

  ORAL

  March 19, 2025, 4:00 PM – March 19, 2025, 4:12 PM

  Publication: Submitted: Study of Attacks on the HHL Quantum Algorithm
  Planned paper: Securing HHL Quantum Algorithm against Quantum Computer Attacks

  Presenters

  • yizhuo tan

    • Yale University

  Authors

  • yizhuo tan

    • Yale University

  • Hrvoje Kukina

    • TU Wien

  • Jakub Szefer

    • Yale University

  View abstract →

• Quantum Machine Learning: interplay between implicit and explicit quantum models

  ORAL · Invited

  March 19, 2025, 4:12 PM – March 19, 2025, 4:48 PM

  Publication: arXiv:2408.03000

  Presenters

  • Keisuke Fujii

    • Osaka University

  Authors

  • Keisuke Fujii

    • Osaka University

  View abstract →

• A Paradigm Shift in Quantum Machine Learning

  ORAL

  March 19, 2025, 4:48 PM – March 19, 2025, 5:00 PM

  Publication: 1. Date, Prasanna, Davis Arthur, and Lauren Pusey-Nazzaro. "QUBO formulations for training machine learning models." Scientific reports 11, no. 1 (2021): 10029.
  2. Date, Prasanna, and Thomas Potok. "Adiabatic quantum linear regression." Scientific reports 11, no. 1 (2021): 21905.
  3. Arthur, Davis, and Prasanna Date. "Balanced k-means clustering on an adiabatic quantum computer." Quantum Information Processing 20, no. 9 (2021): 294.
  4. Date, Prasanna, Dong Jun Woun, Kathleen E. Hamilton, Eduardo Antonio Coello Pérez, Mayanka Chandra Shekar, Francisco Rios, John Gounley, In-Saeng Suh, Travis S. Humble, and Georgia D. Tourassi. "Adiabatic Quantum Support Vector Machines." CoRR (2024).

  Presenters

  • Prasanna Date

    • Oak Ridge National Laboratory

  Authors

  • Prasanna Date

    • Oak Ridge National Laboratory

  View abstract →

• Algorithm for kernel-based machine learning

  ORAL

  March 19, 2025, 5:00 PM – March 19, 2025, 5:12 PM

  Presenters

  • Thomas E Baker

    • University of Victoria

  Authors

  • Thomas E Baker

    • University of Victoria

  • Jaimie Greasley

    • University of Victoria

  View abstract →

• NISQRC in a Flexible Qubit-Bus Architecture 1: Static Inference and Time-series Processing of Quantum Data

  ORAL

  March 19, 2025, 5:12 PM – March 19, 2025, 5:24 PM

  Presenters

  • Gerasimos M Angelatos

    • RTX BBN Technologies

  Authors

  • Gerasimos M Angelatos

    • RTX BBN Technologies

  • Marti Vives

    • Princeton University

  • Guilhem J Ribeill

    • Raytheon BBN Technologies
    • RTX BBN Technologies

  • Hakan E Tureci

    • Princeton University

  View abstract →

• NISQRC in a Flexible Qubit-Bus Architecture 2: A Numerical Analysis of Sample-efficient Inference of Non-local Observables

  ORAL

  March 19, 2025, 5:24 PM – March 19, 2025, 5:36 PM

  Presenters

  • Marti Vives

    • Princeton University

  Authors

  • Marti Vives

    • Princeton University

  • Gerasimos M Angelatos

    • RTX BBN Technologies

  • Guilhem J Ribeill

    • Raytheon BBN Technologies
    • RTX BBN Technologies

  • Hakan E Tureci

    • Princeton University

  View abstract →

• Hybrid quantum-classical neural networks for the recognition of topological phases

  ORAL

  March 19, 2025, 5:36 PM – March 19, 2025, 5:48 PM

  Presenters

  • Petr Zapletal

    • University of Basel

  Authors

  • Markus K Hoffmann

    • Friedrich-Alexander University Erlangen-Nuremberg

  • Michael Josef Hartmann

    • Friedrich-Alexander University Erlangen-Nuremberg

  • Petr Zapletal

    • University of Basel

  View abstract →

• Practical and Scalable Quantum Reservoir Computing

  ORAL

  March 19, 2025, 5:48 PM – March 19, 2025, 6:00 PM

  Publication: Practical and Scalable Quantum Reservoir Computing, arXiv:2405.04799 (2024)

  Presenters

  • Chuanzhou Zhu

    • University of Arizona

  Authors

  • Chuanzhou Zhu

    • University of Arizona

  • Peter J Ehlers

    • University of Arizona

  • Hendra I Nurdin

    • University of New South Wales (UNSW)

  • Daniel B Soh

    • University of Arizona

  View abstract →