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Yi-Qun Xie

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Open access Sep 2026

HydroTFT: a cross-basin attention model for multi-horizon rainfall–runoff prediction

HydroTFT is presented, an attention-based rainfall–runoff model based on the Temporal Fusion Transformer that performs multi-horizon streamflow prediction using only antecedent meteorological forcings, static catchment attributes, and hydrologically informed engineered features and provides an accurate, interpretable,...

Qi Cheng, Ying-Da Fan, Xiao-Wei Jia et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Earth System World Model for What-If Simulations: A Case Study for Terrestrial Ecosystems

An action-conditioned world-modeling framework for Earth-system emulation that reformulates simulator trajectories as supervision for controllable state-transition learning that preserves competitive long-horizon emulation accuracy while enabling controllable structural interventions and coherent responses in coupled e...

Zhi-Hao Wang, Rui-Chen Wang, Ruo-Han Li et al. · 0 citations

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