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Proper Scoring Rule-based Diffusion for Probabilistic Weather Forecasting

arXiv cs.LG ↗ · 2026-10-02 Cached

Researchers from KAIST, Kookmin University, and NYU propose a proper scoring rule-based diffusion framework for probabilistic weather forecasting that adds auxiliary conditional denoising tasks to CRPS-trained models, enabling improved forecast accuracy and calibration at longer horizons while keeping single-forward-pass ensemble generation.

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