Learning Data-Efficient and Generalizable Neural Operators via Fundamental Physics Knowledge. - Siying Ma; Mehrdad M. Zadeh; Mauricio Soroco; Wuyang Chen 001; Jiguo Cao; Vijay Ganesh 001 (CoRR, 2026)