TY - RPRT TI - Scalable foundation models for numerical simulations on HPC platforms AU - Wang, Dali [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000168065108) AU - Gong, Qian [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000235704142) AU - Liu, Zirui [University of Minnesota, Minneapolis, MN (United States)] AU - Wang, Xiao [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000165451943) AU - Cao, Qinglei [Saint Louis University, St. Louis, MO (United States)] (ORCID:000000026690194X) AU - Klasky, Scott [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000335595772) PY - 2026 DO - 10.3389/fhpcp.2026.1778471 UR - https://www.osti.gov/biblio/3028571 ID - 3028571 ER -