Gradient-guided diffusion sampling reduces extreme precipitation forecasts in data-driven weather models while producing more physically plausible changes than adversarial perturbations.
Observed heavy precipitation increase confirms theory and early models.Nature Climate Change, 6(11):986–991
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Guided Diffusion Sampling for Precipitation Forecast Interventions
Gradient-guided diffusion sampling reduces extreme precipitation forecasts in data-driven weather models while producing more physically plausible changes than adversarial perturbations.