TY - RPRT TI - A roadmap toward scaling, reasoning and self-evolving foundation models for nuclear and particle physics AU - Ren, Yihui [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000257506964) AU - Osborn, Joseph D. [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000306977704) AU - Brost, Elizabeth [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000268009808) AU - Yu, Haiwang [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000229734580) AU - Abidi, Syed Haider [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000284969294) AU - Go, Yeonju [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000312531223) AU - Li, Shuhang [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000280313714) AU - Park, David [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000197250193) AU - Huang, Yi [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000270247469) AU - Luo, Xihaier [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:000000027621940X) AU - Lin, Yuewei [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000214294543) AU - Boyle, Peter [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000289601587) AU - Huang, Jin [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000262616172) AU - Klimentov, Alexei [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000327484829) AU - Begel, Michael [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000216344399) AU - Qian, Xin [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000279037935) AU - Wenaus, Torre J. [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:000000028678893X) AU - Denisov, Dmitri [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000331833868) AU - Deshpande, Abhay [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000188531268) AU - Lin, Meifeng [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000330100857) AU - Yoo, Shinjae [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000343786448) AU - Cavaliere, Viviana [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000242978539) AU - Dunlop, James C. [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000183388837) AU - Ma, Hong [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000289166220) PY - 2026 DO - 10.1142/s0217751x26500867 UR - https://www.osti.gov/biblio/3367250 ID - 3367250 ER -