Efficient Generative Downscaling of PDE Solutions using Physics-Guided Diffusion Models

A novel physics-guided diffusion model framework that efficiently generates high-fidelity PDE solutions from low-fidelity inputs, while maintaining accuracy comparable to traditional fine-scale solvers.