Quantum Computation and Quantum Information#

  

Image 404 :(
  • Application-level Benchmarking of Quantum Computers using Nonlocal Game Strategies#

    (with Jim Furches, Sarah Chehade, Kathleen E Hamilton, Nathan Wiebe)
    Expanded Version of “Variational Methods for Computing NonLocal Quantum Strategies”
    Submitted

    [arXiv] [Repo] [Poster (by Jim Furches)]


  

Image 404 :(
  • Adaptive Quantum Generative Training using an Unbounded Loss Function#

    (with Kyle Sherbert, Jim Furches, Karunya Shirali, Sophia E. Economou)
    IEEE International Conference on Quantum Computing and Engineering (QCE24)
    IEEE Best Paper Award

    [Paper] [arXiv] [Repo]


  

Image 404 :(
  • A Lie Algebraic Theory of Barren Plateaus for Deep Parameterized Quantum Circuits#

    (with Michael Ragone, Bojko N. Bakalov, Frédéric Sauvage, Alexander F. Kemper, Martin Larocca, Marco Cerezo)
    Nature Communications

    [Paper] [arXiv] [Press Release]


  

Image 404 :(
  • Generating Approximate Ground States of Molecules Using Quantum Machine Learning#

    (with Jack Ceroni, Torin F. Stetina, Mária Kieferová, Juan Miguel Arrazola, Nathan Wiebe)
    Submitted

    [arXiv] [Repo]


  

Image 404 :(
  • Quantum Generative Training using Rényi Divergences#

    (with Mária Kieferová, Nathan Wiebe)
    Submitted

    [arXiv] [Repo]


  

Image 404 :(

  

Image 404 :(

  

Image 404 :(

  

Image 404 :(
  • Lovász Theta Type Norms and Operator Systems#

    (with Vern Paulsen)
    Linear Algebra and its Applications

    [Paper] [arXiv] [Slides (JMM 2015)]

  

Data Science and Machine Learning#

  

Image 404 :(
  • Using Skew to Assess the Quality of GAN-generated Image Features#

    (with Lorenzo Luzi, Helen Jenne, Ryan Murray)

    Transactions on Machine Learning Research

    [Paper, arXiv]


  

Image 404 :(
  • Seven Open Problems in Applied Combinatorics#

    (with Sinan G. Aksoy, Ryan Bennink, Yuzhou Chen, José Frías, Yulia R. Gel, Bill Kay, Uwe Naumann, Anthony V. Petyuk, Sandip Roy, Ignacio Segovia-Dominguez, Nate Veldt, Stephen J. Young)
    Journal of Combinatorics

    [Paper, arXiv]


  

Image 404 :(
  • The SVD of Convolutional Weights: A CNN Interpretability Framework#

    (with Brenda Praggastis, Davis Brown, Emilie Purvine, Madelyn Shapiro, Bei Wang)
    Submitted

    [arXiv] [Repo]


  

Image 404 :(
  • Evaluating generative networks using Gaussian mixtures of image features#

    (with Lorenzo Luzi, Nile Wynar, Richard Baraniuk, Michael Henry)
    WACV 2023

    [Paper] [arXiv] [Poster (by Lorenzo Luzi)]


  

Image 404 :(
  • Modeling Atmospheric Data and Identifying Dynamics: Temporal Data-Driven Modeling of Air Pollutants#

    (with Javier Rubio-Herrero, Louis Fan)
    Journal of Cleaner Production

    [Paper] [arXiv] [Poster]


  

Image 404 :(
  • Application of entropy and signal energy for ultrasound-based classification of three-dimensional printed polyetherketoneketone components#

    (with with Francesco Luzi, Michelle Fenn, Joseph Christ, Zachary Kennedy, Tamas Varga, Michael Hughes)
    The Journal of the Acoustical Society of America

    [Paper]


  

Image 404 :(
  • Tracking the Chemical Evolution of Iodine Species Using Recurrent Neural Networks#

    (with Jenna Bilbrey, Michel Sassi, Andrew Ritzmann, Neil Henson, Malachi Schram)
    ACS Omega

    [Paper] [Press Release]


  

Image 404 :(
  • Robust Assessment of Real-World Adversarial Examples#

    (with Brett Jefferson)
    CVPR 2020 Workshop on Adversarial Machine Learning in Computer Vision

    [Paper] [arXiv] [Talk] [Slides]


  

Image 404 :(
  • Hypernetwork Science via High-Order Hypergraph Walks#

    (with Sinan Aksoy, Cliff Joslyn, Brenda Praggastis, Emilie Purvine)
    EPJ Data Science

    [Paper] [arXiv]


  

Image 404 :(
  • Physics‐Informed Deep Neural Networks for Learning Parameters and Constitutive Relationships in Subsurface Flow Problems#

    (with Alexandre Tartakovsky, Paris Perdikaris, Guzel Tartakovsky, David Barajas-Solano)
    Water Resources Research

    [Paper] [arXiv] [Slides] [Repo]


  

Image 404 :(
  • On the structure of isometrically embeddable metric spaces#

    (with Stephen Young, Kathleen Nowak)
    Electronic Journal of Linear Algebra

    [Paper] [arXiv]