Quantum-Classical Hybrid Learning, Quantum Simulations and Learning Quantum Many-Body Systems

Presentations

• Classical Neural Quantum States and the Quest for Quantum Advantage in Many-Body Simulation

  ORAL · Invited

  March 17, 2026, 3:30 PM – March 17, 2026, 4:06 PM

  Publication: Science 386, 296 (2024); Nat. Commun. 16, 62098 (2025); Nat. Phys. 21, 2944 (2025); Sinibaldi et al. (in preparation); Viteritti et al (in preparation)
  

  Presenters

  • Giuseppe Carleo

    • Ecole Polytechnique Federale de Lausanne
    • EPFL

  Authors

  • Giuseppe Carleo

    • Ecole Polytechnique Federale de Lausanne
    • EPFL

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 17, 2026, 4:06 PM – March 17, 2026, 4:18 PM

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• New Insights and Algorithms for Training Neural Network Wavefunctions

  ORAL

  March 17, 2026, 4:18 PM – March 17, 2026, 4:30 PM

  Publication: Goldshlager, Gil, Nilin Abrahamsen, and Lin Lin. "A Kaczmarz-inspired approach to accelerate the optimization of neural network wavefunctions." Journal of Computational Physics 516 (2024): 113351.
  
  Goldshlager, Gil, Jiang Hu, and Lin Lin. "Fast Convergence Rates for Subsampled Natural Gradient Algorithms on Quadratic Model Problems." arXiv preprint arXiv:2508.21022 (2025).

  Presenters

  • Gil Goldshlager

    • University of California, Berkeley

  Authors

  • Gil Goldshlager

    • University of California, Berkeley

  • Lin Lin

    • University of California, Berkeley

  • Jiang Hu

    • Tsinghua University

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• Optimizing Neural Network Backflow for Ab-initio Solid Calculations

  ORAL

  March 17, 2026, 4:30 PM – March 17, 2026, 4:42 PM

  Presenters

  • An-Jun Liu

    • University of Illinois at Urbana-Champaign

  Authors

  • An-Jun Liu

    • University of Illinois at Urbana-Champaign

  • Bryan K Clark

    • University of Illinois at Urbana-Champaign

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• Enhancing Neural Network Backflow

  ORAL

  March 17, 2026, 4:42 PM – March 17, 2026, 4:54 PM

  Presenters

  • Kieran A Loehr

    • University of Illinois at Urbana-Champaign

  Authors

  • Kieran A Loehr

    • University of Illinois at Urbana-Champaign

  • Bryan K Clark

    • University of Illinois at Urbana-Champaign

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• Automated discovery of Hamiltonian models for quantum spin systems

  ORAL

  March 17, 2026, 4:54 PM – March 17, 2026, 5:06 PM

  Presenters

  • Olivia Long

    • Stanford University

  Authors

  • Olivia Long

    • Stanford University

  • Jonas Landgraf

    • Max Planck Institute for the Science of Light

  • Florian Marquardt

    • Friedrich-Alexander University Erlangen-Nuremberg
    • Max Planck Institute for the Science of Light

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• Ground state energy estimation with a Sparse Pauli Dynamics-enabled Variational Double Bracket Flow

  ORAL · Invited

  March 17, 2026, 5:06 PM – March 17, 2026, 5:42 PM

  Publication: https://arxiv.org/abs/2511.21651

  Presenters

  • Chinmay Shrikhande

  Authors

  • Chinmay Shrikhande

  • Arnab Bachhar

    • Indiana University Bloomington

  • Aaron Rodriguez Jimenez

    • Indiana University Bloomington

  • Nicholas J Mayhall

    • Virginia Tech

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• Generating Generalised Ground-State Ansatzes from Few-Body Examples

  ORAL

  March 17, 2026, 5:42 PM – March 17, 2026, 5:54 PM

  Publication: https://doi.org/10.1103/5vc5-9f4d : This is the main publication surrounding this work, it has recently been accepted for publication in Physical Review Letters, the preprint is available at https://arxiv.org/abs/2503.00497v3.
  
  https://www.nature.com/articles/s41534-023-00747-z : Our work greatly extends the framework introduced in this publication of ours.
  https://arxiv.org/abs/2503.08449 : This preprint of ours is another application of the framework introduced in our PRL paper
  

  Presenters

  • Matt Lourens

    • Stellenbosch University

  Authors

  • Matt Lourens

    • Stellenbosch University

  • Ilya Sinayskiy

    • University of KwaZulu-Natal

  • Johannes Kriel

    • Stellenbosch University

  • Francesco Petruccione

    • University of KwaZulu-Natal

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• Fourier Neural Operators for Time-Periodic Quantum Systems: Learning Floquet Hamiltonians, Observable Dynamics, and Operator Growth

  ORAL

  March 17, 2026, 5:54 PM – March 17, 2026, 6:06 PM

  Publication: https://arxiv.org/abs/2509.07084

  Presenters

  • Zihao Qi

    • Cornell University

  Authors

  • Zihao Qi

    • Cornell University

  • Yang Peng

    • California State University, Northridge

  • Christopher Earls

    • Cornell University

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• Ab initio foundation models for transferable deep quantum Monte Carlo simulations of molecular wave functions.

  ORAL

  March 17, 2026, 6:06 PM – March 17, 2026, 6:18 PM

  Publication: 10.48550/arXiv.2506.19960

  Presenters

  • Zeno L Schätzle

    • Freie Universität Berlin

  Authors

  • Zeno L Schätzle

    • Freie Universität Berlin

  • Adam R Foster

    • Microsoft Research AI for Science

  • Bernát Szabó

    • Freie Universität Berlin

  • Lixue Cheng

    • Hong Kong University of Science and Technology

  • Jonas Köhler

    • CuspAI

  • Gino Cassella

    • Isomorphic Labs

  • Nicholas Gao

    • CuspAI

  • Jiawei Li

    • Tsinghua University

  • Frank Noe

    • Microsoft Research AI for Science

  • Jan Hermann

    • Microsoft Research AI for Science

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 17, 2026, 6:18 PM – March 17, 2026, 6:30 PM

  View abstract →