PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers

Finally, PDE-Refiner's connection to diffusion models enables an accurate and efficient assessment of the model's predictive uncertainty, allowing us to estimate when the surrogate becomes inaccurate.