PICS: A Partition-of-unity Information-geometric Certified Solver for Coupled Partial Differential Equations

Coupled partial differential equations underpin a wide range of multiphysics systems, yet existing neural PDE solvers still struggle to resolve localized high-risk regions and often fail to preserve structural admissibility across coupled fields. To address these limitations, we propose the Partitio