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Samuel S. P. Shen

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#artificial intelligence Preprint Sep 2026

Diffusion-Based Rollouts as a Stabilization Mechanism for Long-Horizon Environmental Forecasting

Extending forecast lead times while maintaining predictive skill remains a major challenge in environmental forecasting. We investigate diffusion-based rollouts as a stabilization mechanism for recursive forecasting using low-dimensional water-level time series and high-dimensional precipitation fields. Across both mod...

Marina Vicens-Miquel, Amy McGovern, Aaron J. Hill et al. · 0 citations

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