TY - RPRT TI - Causality-respecting adaptive refinement for PINNs: enabling precise interface evolution in phase field modeling AU - Wang, Wei [Hong Kong Polytechnic Univ. (Hong Kong); Johns Hopkins Univ., Baltimore, MD (United States)] AU - Wong, Tang Paai [Hong Kong Polytechnic Univ. (Hong Kong). University Research Faculty in Big Data Analytics] AU - Ruan, Haihui [Hong Kong Polytechnic Univ. (Hong Kong)] AU - Goswami, Somdatta [Johns Hopkins Univ., Baltimore, MD (United States)] PY - 2026 DO - 10.1007/s44379-026-00058-y UR - https://www.osti.gov/biblio/2866316 ID - 2866316 ER -