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Minisymposium: Applications of Advanced Statistics and Machine Learning Methods in Nuclear Physics I

FOCUS · C08 · ID: 1738471

Presentations

  • Normalizing flows for uncertainty quantification in a Bayesian framework

    ORAL · Invited

    –

    Presenters

    • Yukari Yamauchi

      University of Washington, Institute for Nuclear Theory

    Authors

    • Yukari Yamauchi

      University of Washington, Institute for Nuclear Theory

    • Kyle S Godbey

      Michigan State University

    • Pablo G Giuliani

      Facility for Rare Isotopes Beams

    • Landon Buskirk

      Michigan State University, Facility for Rare Isotope Beams

    View abstract →

  • Neural-network quantum states for ultra-cold Fermi gases

    ORAL

    –

    Publication: Preprint: https://arxiv.org/abs/2305.08831

    Presenters

    • Jane M Kim

      Ohio University

    Authors

    • Jane M Kim

      Ohio University

    • Bryce Fore

      Argonne National Laboratory

    • Gabriel M Pescia

      Ecole Polytechnique Federale de Lausanne

    • Jannes Nys

      École Polytechnique Fédérale de Lausanne (EPFL)

    • Giuseppe Carleo

      EPFL

    • Alessandro Lovato

      Argonne National Laboratory

    • Stefano Gandolfi

      Los Alamos National Laboratory

    • Morten Hjorth-Jensen

      Michigan State University

    View abstract →

  • Optimizing Fermionic Neural Networks with Decision Geometry

    ORAL

    –

    Publication: J. Keeble, M. Drissi, A. Rojo-Francas, B. Julia-Diaz, and A. Rios. Machine learning one-dimensional spinless trapped fermionic systems with neural-network quantum states. arXiv preprint arXiv:2304.04725, 2023. (Submitted to Physical Review A)<br><br>M. Drissi, J. Keeble, A. Rios. A decisional step for Variational Monte-Carlo. (In preparation)

    Presenters

    • Mehdi Drissi

      TRIUMF

    Authors

    • Mehdi Drissi

      TRIUMF

    • James W Keeble

      University of Surrey

    • Arnau Rios

      Universitat de Barcelona

    View abstract →

  • Matrix Model Emulators

    ORAL

    –

    Publication: Will have preprint

    Presenters

    • Danny Jammooa

      Michigan State University

    Authors

    • Danny Jammooa

      Michigan State University

    • Patrick Cook

      Michigan State University

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  • Novel emulators for fission event generators

    ORAL

    –

    Presenters

    • Amy E Lovell

      Los Alamos Natl Lab, Los Alamos National Laboratories

    Authors

    • Amy E Lovell

      Los Alamos Natl Lab, Los Alamos National Laboratories

    • Arvind T Mohan

      Los Alamos National Laboratory

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  • Utilizing machine learning for fast-timing calibration between LaBr3(Ce) detectors in the neutron-rich N = 20 and N=50 regions

    ORAL

    –

    Presenters

    • Tawfik M Gaballah

      Mississippi State University

    Authors

    • Tawfik M Gaballah

      Mississippi State University

    • Benjamin P Crider

      University of Kentucky, Mississippi State University

    • Sean N Liddick

      Michigan State University, FRIB, FRIB/NSCL, Facility for Rare Isotope Beams, Michigan State University, East Lansing, MI 48824, USA, FRIB/MSU

    • Sean P Burcher

      Lawrence Livermore Natl Lab

    • Michael P Carpenter

      Argonne National Laboratory

    • James J Carroll

      US Army Research Lab Adelphi

    • Aaron Chester

      Michigan State University

    • Christopher J Chiara

      US Army Research Lab Adelphi

    • Kathrine Childers

      FRIB, Michigan State University

    • Partha Chowdhury

      University of Massachusetts Lowell

    • Patrick A Copp

      Argonne National Laboratory

    • Jason T Harke

      Lawrence Livermore Natl Lab

    • Daniel E Hoff

      Lawrence Livermore National Laboratory

    • Kay Kolos

      LLNL

    • Edward Lamere

      University of Massachusetts Lowell

    • Rebecca Lewis

      Michigan State University

    • Brenden R Longfellow

      Lawrence Livermore National Laboratory

    • Stephanie Lyons

      Michigan State University

    • Mejdi J Mogannam

      Michigan State University

    • Shree K Neupane

      University of Tennessee

    • Timilehin H Ogunbeku

      FRIB, Facility for Rare Isotope Beams, Mississippi State University

    • David Perez-Loureiro

      University of Tennessee, Knoxville

    • Christopher J Prokop

      Los Alamos National Laboratory

    • Daniel M Rhodes

      Michigan State University

    • Andrea Richard

      Facility for Rare Isotope Beams

    • Olalekan A Shehu

      Mississippi State University

    • Durga P Siwakoti

      Mississippi State Univ

    • Dylan C Smith

      Mississippi State University

    • Mallory K Smith

      NSCL, Michigan State University

    • Aaron S Tamashiro

      Oregon State University

    • Ronald Unz

      Mississippi State University

    • Yongchi Xiao

      University of Kentucky, Mississippi State University

    View abstract →