Information and Statistics for Nuclear Experiment and Theory workshop (ISNET-9)

from Monday, 22 May 2023 (08:00) to Friday, 26 May 2023 (13:30)
Washington University in St. Louis

        : Sessions
    /     : Talks
        : Breaks
22 May 2023
23 May 2023
24 May 2023
25 May 2023
26 May 2023
AM
08:00
BAND Camp (until 09:00) (Compton 241/245)
09:00
BAND Camp (until 10:45) (Whitaker 218)
09:00 Welcome and Intro - Maria Piarulli (Washington University)   (Whitaker 218)
09:05 Gaussian Process emulation using surmise - Özge Surer (Miami University) Moses Chan (Northwestern)   (Whitaker 218)
10:45 --- Coffee Break ---
11:15
BAND Camp (until 12:45) ()
11:15 Reduced Basis Methods for emulation and the ROSE software package - Daniel Odell (Ohio) Pablo Giuliani (MSU/FRIB)   (Whitaker 218)
08:00 --- Registration/Breakfast ---
08:45
ISNET - Brad Jolliff (Washington University) (until 09:00) (Crow 201)
09:00
ISNET (until 10:30) (Crow 201)
09:00 Recent tools and developments in Bayesian statistics - Yuling Yao (Flatiron Institute)   (Crow 201)
09:30 A statistical exploration of CEMP star classification with s-process models - Andrés Yagüe López (Los Alamos National Lab)   (Crow 201)
10:00 Global fits and Bayesian inference in "Beyond the Standard Model" physics (virtual) - Anders Kvellestad (University of Oslo)   (Crow 201)
10:30 --- Coffee Break ---
11:00
ISNET (until 12:30) (Crow 201)
11:00 Applications of novel chiral interactions to quantum Monte Carlo methods and astrophysical data analysis - Rahul Somasundaram (Syracuse University)   (Crow 201)
11:30 Sequential Bayesian experimental design for calibration of expensive physics models - Ozge Sürer   (Crow 201)
12:00 History matching for nuclear ab initio calculations - Christian Forssén (Durham University)   (Crow 201)
08:25 --- Breakfast ---
08:55
ISNET (until 10:30) (Crow 201)
08:55 Prof. John W. Clark - Henric Krawczynski   (Crow 201)
09:00 John Clark: Physicist at the computational frontier (virtual) - Henrik Bohr   (Crow 201)
09:45 Machine learning for nuclear physics - Witek Nazarewicz (MSU/FRIB)   (Crow 201)
10:30 --- Coffee Break ---
11:00
ISNET (until 12:15) (Crow 201)
11:00 Machine learning of nuclear properties
: a brief tribute to Prof. John Walter Clark (recording) - Eirene Mavrommatis   (Crow 201)
11:15 Surrogate models of nuclear density functional theory with gaussian processes and autoencoders - Marc Verriere   (Crow 201)
11:45 Machine learning for heavy-ion accelerators (virtual) - Yue Hao (Michigan State University)   (Crow 201)
08:30 --- Breakfast ---
09:00
ISNET (until 10:30) (Crow 201)
09:00 Overview of emulators for nuclear physics - Dick Furnstahl   (Crow 201)
09:30 Known Boundary Emulation (virtual) - Ian Vernon   (Crow 201)
10:00 Gaussian process regression constrained by boundary value problems - Mamikon Gulian (Sandia National Laboratories)   (Crow 201)
10:30 --- Coffee Break ---
11:00
ISNET (until 12:30) (Crow 201)
11:00 Multi-output gaussian processes for inverse uncertainty quantification in neutron noise analysis (virtual) - Paul Lartaud   (Crow 201)
11:30 Quantification for a covariant energy density functional emulated by the reduced basis method - Pablo Giuliani (Michigan State University)   (Crow 201)
12:00 Hamiltonian Monte Carlo & eigenvector continuation for ab initio nuclear physics - Andreas Ekström (Chalmers University of Technology)   (Crow 201)
08:30 --- Breakfast ---
09:00
ISNET (until 10:30) (Crow 201)
09:00 AI/ML+data science tools for detector design at the Electron Ion Collider (virtual) - Cristiano Fanelli (William & Mary)   (Crow 201)
09:30 Excavating insights from sparse data with statistics and machine learning - Kyle Godbey   (Crow 201)
10:00 Gaussian processes for autonomous data acquisition at large-scale synchrotron and neutron facilities - Marcus Noack (Lawrence Berkeley National Laboratory)   (Crow 201)
10:30 --- Coffee Break ---
11:00
ISNET (until 11:30) (Crow 201)
11:00 Deep learning techniques in ground-based imaging gamma-ray observatories (virtual) - Daniel Nieto (Madrid University)   (Crow 201)
11:30
Discussion Session (until 12:00) (Crow 201)
PM
12:45 --- Lunch Break ---
14:15
BAND Camp (until 15:45) (Whitaker 218)
14:15 Bayesian Model Mixing using Taweret - John Yannotty (Ohio State) Matt Pratola (Ohio State) Alexandra Semposki (Ohio University)   (Whitaker 218)
15:45 --- Coffee Break ---
16:15
BAND Camp (until 17:30) (Whitaker 218)
16:15 The Bayesian Mass Explorer, BMEX - Kyle Godbey (MSU/FRIB)   (Whitaker 218)
16:55 Experimental Design and the BAND software framework - Dick Furnstahl (Ohio State) Witek Nazarewicz (MSU/FRIB)   (Whitaker 218)
18:00
Welcome Reception (until 20:00) (Women’s Building, Ann W. Olin)
12:30 --- Lunch Break ---
13:30
ISNET (until 15:00) (Crow 201)
13:30 Bayesian probability updates using sampling/importance resampling: applications in nuclear theory - Weiguang Jiang (Chalmers University)   (Crow 201)
14:00 Hamiltonian Monte Carlo computation in spatial statistics - Debashis Mondal (WashU)   (Crow 201)
14:30 Bayesian model calibration for nuclear decays with the Skyrme finite-amplitude method - Tong Li (LLNL)   (Crow 201)
15:00 --- Coffee Break ---
15:30
ISNET (until 16:30) (Crow 201)
15:30 Accounting for material and experimental variability using a random effects Bayesian inferential framework - Denielle Ricciardi (Sandia National Laboratories)   (Crow 201)
16:00 Short talk: Bayesian calibration of viscous anisotropic hydrodynamic simulations of heavy-ion collisions - Dananjaya Liyanage   (Crow 201)
16:15 Short Talk: How Uncertain Am I? Theoretical errors in Bayesian model calibration for EFTs - Jason Bub   (Crow 201)
16:30
Discussion Session (until 17:00) (Crow 201)
12:15 --- Lunch Break ---
13:15
ISNET (until 14:45) (Crow 201)
13:15 Nuclear masses learned from a probabilistic neural network - Amy Lovell (Los Alamos National Lab)   (Crow 201)
13:45 Machine learning for the many-body problem - Alessandro Lovato (Argonne National laboratory)   (Crow 201)
14:15 Mapping out the thermodynamic stability of a QCD EOS with a critical point using active learning - Debora Mroczek (University of Illinois)   (Crow 201)
14:45 --- Coffee Break ---
15:15
ISNET (until 16:30) (Crow 201)
15:15 Predicting nuclear masses with product-unit networks (virtual) - Babette Dellen   (Crow 201)
15:45 Machine learning for Deeply Virtual Compton Scattering (virtual) - Manal Almaeen   (Crow 201)
16:15 Short Talk: Deep learning pairing correlations from neural-network quantum states - Jane Kim   (Crow 201)
16:30
Discussion Session (until 17:00) (Crow 201)
18:00
Social Dinner (until 21:00) (The Boathouse at Forest Park)
12:30 --- Lunch Break ---
13:30
ISNET (until 15:00) (Crow 201)
13:30 Eigenvector continuation emulators for the ab initio symmetry-adapted framework - Kevin Becker   (Crow 201)
14:00 Bootstrap for multivariate time series and gravitational wave detection - Soumen Lahiri (Washington University)   (Crow 201)
14:30 Data integration using constrained Gaussian process models with applications to nuclear physics - Shuang Zhou (Arizona State University)   (Crow 201)
15:00 --- Coffee Break ---
15:30
ISNET (until 16:15) (Crow 201)
15:30 Short Talk: Potential energy surface emulation and impact on fission trajectories - Daniel Lay   (Crow 201)
15:45 Short Talk: Ex fissio ad astra: extending optical models to the fission fragment region - Kyle Beyer   (Crow 201)
16:00 Short Talk: Reduced Basis Methods and Scattering - Daniel Odell   (Crow 201)
16:15
Discussion Session (until 16:45) (Crow 201)
16:45
ISNET: Poster Session (until 17:45) ()