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Author

Xiaowei Jia

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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
Book Open access Aug 2026

LLM-based Evaluation Policy Extraction for Ecological Modeling

Evaluating ecological time series is critical for benchmarking model performance in many important applications, including predicting greenhouse gas fluxes, tracking soil moisture and soil–atmosphere interactions, and monitoring hydrological cycles. Traditional numerical metrics (e.g., R-squared, root mean square error...

Qi Cheng, Licheng Liu, Yixuan Chen et al. · 0 citations

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