Physics-Informed Generative Solver: Bridging Data-Driven Priors and Conservation Laws for Stable Spatiotemporal Field Reconstruction. - Ziyuan Zhu; Keyu Hu; Zhifei Chen; Yuhao Shi; Ming Bao; Jing Zhao; Gang Wang; Haitan Xu; Jiadong Li; Qijun Zhao; Xiaodong Li; Minghui Lu; et al. (CoRR, 2026)