HERKALIUK, M.V. and GILCHUK А.V. 2025. PHYSICS-INFORMED MACHINE LEARNING FOR NANOSCALE TRANSPORT PHE-NOMENA: CHALLENGES, APPROACHES, AND FUTURE PERSPECTIVES. Cherkasy University Bulletin: Physical and Mathematical Sciences. 1, 1 (Dec. 2025), 11–57. DOI:https://doi.org/10.31651/2076-5851-2025-11-57.