Theme 1ML-ASSISTED DATA PREPROCESSING Process-resolving simulations at watershed scale require data compatible with variable resolution meshes;Data compatible with meshes are rarely available from the primary data sources;We need ML-enabled algorithms to integrate diverse data with meshes for physics-based models.