Bulletin of the American Physical Society
APS March Meeting 2024
Monday–Friday, March 4–8, 2024; Minneapolis & Virtual
Session W28: Statistical Physics Meets Machine Learning III
3:00 PM–5:36 PM,
Thursday, March 7, 2024
Room: 101I
Sponsoring
Units:
GSNP DSOFT GDS
Chair: Yuhai Tu, IBM T. J. Watson Research Center
Abstract: W28.00004 : Combining physics with multi-fidelity computation for improved Bayesian active learning based exploration over lattice Hamiltonian system*
4:00 PM–4:12 PM
Presenter:
Arpan Biswas
(Oak Ridge National Lab)
Authors:
Arpan Biswas
(Oak Ridge National Lab)
Sai Mani Prudhvi Valleti
(Bredesen Center for Interdisciplinary Research, University of Tennessee, Knoxville)
Rama K Vasudevan
(Oak Ridge National Lab)
Sergei V Kalinin
(University of Tennessee)
Maxim Ziatdinov
(Oak Ridge National Lab)
*This work was supported by the US Department of Energy, Office of Science, Office of Basic Energy Sciences, MLExchange Project, award number 107514. The Ising model development was supported by the Center for Nanophase Materials Sciences (CNMS), which is a US Department of Energy, Office of Science User Facility at Oak Ridge National Laboratory, and the CSSAS—The Center for the Science of Synthesis Across Scales—under Award No.DE-SC0019288, located at University of Washington.
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