Quantum System Learning

Presentations

• Entanglement features of random neural network quantum states

  ORAL

  March 10, 2023, 11:00 AM – March 10, 2023, 11:12 AM

  Publication: X.-Q. Sun, T. Nebabu, X. Han, M. O. Flynn, X.-L. Qi, Phys. Rev. B 106, 115138 (2022)

  Presenters

  • Xiao-Qi Sun

    University of Illinois at Urbana-Champaign

  Authors

  • Xiao-Qi Sun

    University of Illinois at Urbana-Champaign

  • Tamra Nebabu

    Stanford University

  • Xizhi Han

    Stanford University & University of California, Santa Barbara

  • Michael Flynn

    Boston University

  • Xiao-Liang Qi

    Stanford University

  View abstract →

• Training a decoder to retrieve information from a t-doped Clifford black hole

  ORAL

  March 10, 2023, 11:12 AM – March 10, 2023, 11:24 AM

  Publication: L. Leone, S.F.E. Oliviero, S. Piemontese, S. True, A. Hamma; To Learn a Mocking-Black Hole, arXiv:2206.06385

  Presenters

  • Stefano Piemontese

    University of Massachusetts Boston

  Authors

  • Stefano Piemontese

    University of Massachusetts Boston

  • Lorenzo Leone

    University of Massachusetts Boston

  • Salvatore Francesco Emanuele Oliviero

    University of Massachusetts Boston

  • Sarah True

    University of Massachusetts Boston

  • Alioscia Hamma

    Università degli studi di Napoli Federico II, Università degli studi di Napoli "Federico II", University of Naples "Federico II"

  View abstract →

• Implicit differentiation of variational quantum algorithms

  ORAL

  March 10, 2023, 11:24 AM – March 10, 2023, 11:36 AM

  Presenters

  • Shahnawaz Ahmed

    Chalmers Univ of Tech

  Authors

  • Shahnawaz Ahmed

    Chalmers Univ of Tech

  • Nathan Killoran

    Xanadu

  • Juan Carrasquilla

    Vector Institute for Artificial Intelligence

  View abstract →

• Out-of-distribution generalization for learning quantum dynamics

  ORAL

  March 10, 2023, 11:36 AM – March 10, 2023, 11:48 AM

  Publication: Matthias C. Caro, Hsin-Yuan Huang, Nicholas Ezzell, Joe Gibbs, Andrew T. Sornborger, Lukasz Cincio, Patrick J. Coles, and Zoë Holmes. Out-of-distribution generalization for learning quantum dynamics. Version 1. Apr. 21, 2022. arXiv: 2204.10268 [quant-ph].<br>Manuscript submitted for publication.

  Presenters

  • Matthias C Caro

    California Institute of Technology

  Authors

  • Matthias C Caro

    California Institute of Technology

  • Hsin-Yuan Huang

    Caltech

  • Nic Ezzell

    University of Southern California

  • Joe Gibbs

    AWE, Atomic Weapons Establishment

  • Andrew T Sornborger

    Los Alamos National Laboratory

  • Lukasz Cincio

    Los Alamos National Laboratory, Los Alamos National Lab

  • Patrick J Coles

    Los Alamos National Laboratory

  • Zoe Holmes

    Los Alamos National Laboratory, École polytechnique fédérale de Lausanne

  View abstract →

• Overparameterization of Realistic Quantum Systems

  ORAL

  March 10, 2023, 11:48 AM – March 10, 2023, 12:00 PM

  Presenters

  • Matthew Duschenes

    University of Waterloo

  Authors

  • Matthew Duschenes

    University of Waterloo

  • Juan Carrasquilla

    Vector Institute

  • Raymond Laflamme

    University of Waterloo

  View abstract →

• Differential Optimization of Quantum Circuits Dominated by Clifford Gates

  ORAL

  March 10, 2023, 12:00 PM – March 10, 2023, 12:12 PM

  Presenters

  • Andi Gu

    Harvard University

  Authors

  • Andi Gu

    Harvard University

  • Hong-Ye Hu

    Harvard University, University of California, San Diego

  • Di Luo

    Massachusetts Institute of Technology

  • Yi Tan

    Harvard University

  • Taylor L Patti

    NVIDIA, Harvard University

  • Nicholas C Rubin

    Google

  • Ryan Babbush

    Google

  • Susanne F Yelin

    Harvard University

  View abstract →

• Extraction of Hamiltonian parameters from quantum ground states using variational quantum convolutional neural network

  ORAL

  March 10, 2023, 12:12 PM – March 10, 2023, 12:24 PM

  Presenters

  • Jian Feng Kong

    Institute of High Performance Computing

  Authors

  • Jian Feng Kong

    Institute of High Performance Computing

  • Jun Yong Khoo

    Institute of High Performance Computing

  View abstract →

• Learning Energy-Based Representations of Many-Body Quantum States

  ORAL

  March 10, 2023, 12:24 PM – March 10, 2023, 12:36 PM

  Publication: Abhijith J., Marc Vuffray, Andrey Y. Lokhov, "Learning Energy-Based Representations of Many-Body Quantum States", in preparation.

  Presenters

  • Andrey Y Lokhov

    Los Alamos National Laboratory

  Authors

  • Andrey Y Lokhov

    Los Alamos National Laboratory

  • Abhijith Jayakumar

    Los Alamos National Laboratory

  • Marc Vuffray

    Los Alamos Natl Lab

  View abstract →

• Symmetry exploitation in quantum circuits

  ORAL

  March 10, 2023, 12:36 PM – March 10, 2023, 12:48 PM

  Publication: M. Mansky, D. Diefenthaler and C. Linnhoff-Popien, "Symmetry exploitation in Variational Quantum Circuits", to be submitted

  Presenters

  • Maximilian B Mansky

    Ludwig-Maximilians-Universität München

  Authors

  • Maximilian B Mansky

    Ludwig-Maximilians-Universität München

  View abstract →

• Learning quantum systems via out-of-time-order correlators

  ORAL

  March 10, 2023, 12:48 PM – March 10, 2023, 1:00 PM

  Publication: https://arxiv.org/abs/2208.02254 and https://arxiv.org/abs/2208.02256

  Presenters

  • Masoud Mohseni

    Google

  Authors

  • Masoud Mohseni

    Google

  • Thomas Schuster

    University of California, Berkeley

  • Jordan Cotler

    Harvard University

  • Murphy Yuezhen Niu

    Google LLC

  • Thomas E O'Brien

    Google LLC

  • Jarrod McClean

    Google LLC

  View abstract →

• Decoding imperfect stabilizer codes with quantum neural networks

  ORAL

  March 10, 2023, 1:00 PM – March 10, 2023, 1:12 PM

  Publication: The publication is currently under review.

  Presenters

  • Weishun Zhong

    Massachusetts Institute of Technology

  Authors

  • Weishun Zhong

    Massachusetts Institute of Technology

  • Oles Shtanko

    IBM Quantum, University of Maryland, College Park

  • Ramis Movassagh

    Google Quantum AI, IBM Quantum & Google Quantum AI

  View abstract →

• Decoding surface codes with deep reinforcement learning and probabilistic policy reuse

  ORAL

  March 10, 2023, 1:12 PM – March 10, 2023, 1:24 PM

  Publication: Manuscript in preparation

  Presenters

  • Elisha Siddiqui Matekole

    Riverlane

  Authors

  • Elisha Siddiqui Matekole

    Riverlane

  • Esther Ye

    Department of Physics, Boston University, Boston, MA 02215, USA

  • Ramya Iyer

    Stanford University, Stanford, CA 94305, USA

  • Samuel Yen-Chi Chen

    Brookhaven National Laboratory

  • Tzu-Chieh Wei

    Stony Brook University, Stony Brook University (SUNY)

  View abstract →

• A Convergence Theory for Over-parameterized Variational Quantum Eigensolvers

  ORAL

  March 10, 2023, 1:24 PM – March 10, 2023, 1:36 PM

  Publication: Xuchen You, Shouvanik Chakrabarti, and Xiaodi Wu. A Convergence Theory for Over-parameterized Variational Quantum Eigensolvers. arXiv:2205.12481

  Presenters

  • Xuchen You

    University of Maryland, College Park

  Authors

  • Xuchen You

    University of Maryland, College Park

  • Shouvanik Chakrabarti

    JPMorgan Chase

  • Xiaodi Wu

    University of Maryland, College Park

  View abstract →

• Error-tolerant quantum convolutional neural networks for the recognition of symmetry-protected topological phases

  ORAL

  March 10, 2023, 1:36 PM – March 10, 2023, 1:48 PM

  Presenters

  • Petr Zapletal

    University of Erlangen-Nuremberg

  Authors

  • Petr Zapletal

    University of Erlangen-Nuremberg

  • Nathan A McMahon

    Friedrich-Alexander University Erlangen-Nurnberg

  • Michael J Hartmann

    Friedrich-Alexander University Erlangen-Nuremberg, Friedrich-Alexander University Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg

  View abstract →

• Online adaptive estimation of decoherence timescales for a single qubit

  ORAL

  March 10, 2023, 1:48 PM – March 10, 2023, 2:00 PM

  Publication: Online adaptive estimation of decoherence timescales for a single qubit (arXiv:2210.06103v2)

  Presenters

  • Muhammad Junaid Arshad

    Heriot-Watt University

  Authors

  • Muhammad Junaid Arshad

    Heriot-Watt University

  • Christiaan Bekker

    Heriot-Watt University

  • Ben Haylock

    Heriot-Watt University

  • Krzysztof Skrzypczak

    Heriot-Watt University

  • Daniel White

    Heriot-Watt University

  • Benjamin Griffiths

    University of Oxford

  • Joe Gore

    University of Warwick

  • Gavin Morley

    University of Warwick

  • Patrick Salter

    University of Oxford

  • Jason Smith

    University of Oxford

  • Inbar Zohar

    Weizmann Institute of Science

  • Amit Finkler

    Weizmann Institute of Science

  • Yoann Altmann

    Heriot-Watt University

  • Erik Gauger

    Heriot-Watt University

  • Cristian Bonato

    Heriot-Watt University, Bonato, Heriot-Watt University, Edinburgh

  View abstract →