Neural Networks as Surrogate Solvers for Time-Dependent Accretion Disk Dynamics. - Shunyuan Mao; Weiqi Wang; Sifan Wang; Ruobing Dong; Lu Lu; Kwang Moo Yi; Paris Perdikaris; Andrea Isella; Sébastien Fabbro; Lile Wang (CoRR, 2025)