TY - RPRT TI - Physics consistent machine learning framework for inverse modeling with applications to ICF capsule implosions AU - Serino, Daniel A. [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:000000015413650X) AU - Bell, Evan Francis [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:0000000315847901) AU - Klasky, Marc Louis [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:0000000212830891) AU - Southworth, Ben Scott [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:0000000202834928) AU - Nadiga, Balasubramanya T. [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:0000000181004692) AU - Wilcox, Trevor [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:000000029614824X) AU - Korobkin, Oleg [Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)] (ORCID:0000000341565342) PY - 2025 DO - 10.1038/s41598-025-10869-3 UR - https://www.osti.gov/biblio/2588088 ID - 2588088 ER -