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cs.LG2026
PCSDiff: Diffusion-Based Bias Correction and Super Resolution Toward Practical Operational Medium-Term Precipitation Forecast
Yuze Sun, Shiyi Wang, Jiancheng Pan +7
Medium-range precipitation forecasts are impaired by persistent systematic biases, lead-time-dependent error accumulation, and coarse spatial resolution, restricting their reliabil…
cs.LG2025
A Physics-Guided AI Cascaded Corrector Model Significantly Extends Madden-Julian Oscillation Prediction Skill
Xiao Zhou, Yuze Sun, Jie Wu +1
The Madden-Julian Oscillation (MJO) is an important driver of global weather and climate extremes, but its prediction in operational dynamical models remains challenging, with skil…
cs.LG2025★ 1 cited
How to systematically develop an effective AI-based bias correction model?
Xiao Zhou, Yuze Sun, Jie Wu +1
This study introduces ReSA-ConvLSTM, an artificial intelligence (AI) framework for systematic bias correction in numerical weather prediction (NWP). We propose three innovations by…