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.

One way to achieve this is through triangular mappings [Baptista et al., 2020, Spantini et al., 2022],

Discriminative methods were used to execute such tasks and achieved state-of-the-art performance.