Precipitation generation skips retraining the weather model: one diffusion generator on frozen backbones cuts day-7 Brier score from 0.245 to 0.218
A separately trained diffusion generator maps non-precipitation atmospheric states from a frozen weather model to observation-aligned 24-hour precipitation, improving daily accumulation and event detection on Pangu-Weather, GraphCast and HRES without backbone-specific retraining.