WxFlow uses conditional flow matching to probabilistically downscale maximum 3-day snowfall in southeast Alaska, delivering 87.8% better spectral fidelity and lower CRPS than lapse-rate-corrected bicubic interpolation while producing 50-member ensembles in seconds.
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Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
WxFlow uses conditional flow matching to probabilistically downscale maximum 3-day snowfall in southeast Alaska, delivering 87.8% better spectral fidelity and lower CRPS than lapse-rate-corrected bicubic interpolation while producing 50-member ensembles in seconds.