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Li-Yu Daisy Liu

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#graph neural networks Review Open access Sep 2026

Graph Learning for River Water Quality Forecasting: Advances in Hydrological Connectivity Representation, Dynamic Topology, and Physics-Informed Modeling

Graph neural networks are increasingly used for river water-quality forecasting because they can represent interactions among monitoring locations that conventional site-wise time-series models cannot capture. However, the usefulness of graph learning depends strongly on whether graph structure reflects the hydrologica...

Zihe Xu, Li Ma, Li-Yu Daisy Liu et al. · 0 citations

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