TY - RPRT TI - Leveraging interpolation models and error bounds for verifiable scientific machine learning AU - Chang, Tyler [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000195417041) AU - Gillette, Andrew [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000211955924) AU - Maulik, Romit [Argonne National Laboratory (ANL), Argonne, IL (United States); Pennsylvania State Univ., University Park, PA (United States)] (ORCID:0000000197318936) PY - 2025 DO - 10.1016/j.jcp.2025.113726 UR - https://www.osti.gov/biblio/2532515 ID - 2532515 ER -