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Author

Juan Zhang

2 papers indexed here

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2026

HiFA-Diff: A High-Frequency-Aware Diffusion Framework for Meteorological Downscaling to 1-km Resolution

High-resolution meteorological fields at the kilometer scale are essential for urban forecasting, renewable energy scheduling, and climate resilience planning. However, publicly available datasets such as ERA5 remain limited to coarse resolutions, making it difficult to reconstruct fine-scale atmospheric patterns such...

Mingzhe Lyu, Peng-Bo Xu, Juan Zhang et al. · 0 citations
#machine learning Preprint Sep 2026

LieDiscover: Adaptive Symbolic Library Construction for Explicit Open-form Symmetry Discovery

Discovering underlying symmetries from data has emerged as a crucial challenge in scientific discovery. Existing data-driven methods for symmetry discovery fail to determine the exact number and mathematical form of unknown infinitesimal generators. Recent explicit methods represent generators using a predefined functi...

Xin-Xin Li, Jian-Ming Ma, Xin Cui et al. · 0 citations

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