From parameter calibration to parameter learning: Revolutionizing large-scale geoscientific modeling with big data. - Wen-Ping Tsai; Ming Pan; Kathryn Lawson; Jiangtao Liu; Dapeng Feng; Chaopeng Shen (CoRR, 2020)

Prediction in ungauged regions with sparse flow duration curves and input-selection ensemble modeling. - Dapeng Feng; Kathryn Lawson; Chaopeng Shen (CoRR, 2020)

The data synergy effects of time-series deep learning models in hydrology. - Kuai Fang; Daniel Kifer; Kathryn Lawson; Dapeng Feng; Chaopeng Shen (CoRR, 2021)

Continental-scale streamflow modeling of basins with reservoirs: a demonstration of effectiveness and a delineation of challenges. - Wenyu Ouyang; Kathryn Lawson; Dapeng Feng; Lei Ye; Chi Zhang; Chaopeng Shen (CoRR, 2021)

Differentiable, learnable, regionalized process-based models with physical outputs can approach state-of-the-art hydrologic prediction accuracy. - Dapeng Feng; Jiangtao Liu; Kathryn Lawson; Chaopeng Shen (CoRR, 2022)

Constructing a Large-Scale Landslide Database Across Heterogeneous Environments Using Task-Specific Model Updates. - Savinay Nagendra; Daniel Kifer; Benjamin Mirus; Te Pei; Kathryn Lawson; Srikanth Banagere Manjunatha; Weixin Li; Hien Nguyen 003; Tong Qiu; Sarah Tran; Chaopeng Shen (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

Differentiable modeling to unify machine learning and physical models and advance Geosciences. - Chaopeng Shen; Alison P. Appling; Pierre Gentine; Toshiyuki Bandai; Hoshin V. Gupta; Alexandre Tartakovsky; Marco Baity-Jesi; Fabrizio Fenicia; Daniel Kifer; Li Li; Xiaofeng Liu; Wei Ren; et al. (CoRR, 2023)

Update hydrological states or meteorological forcings? Comparing data assimilation methods for differentiable hydrologic models. - Amirmoez Jamaat; Yalan Song; Farshid Rahmani; Jiangtao Liu; Kathryn Lawson; Chaopeng Shen (CoRR, 2025)

Distinct hydrologic response patterns and trends worldwide revealed by physics-embedded learning. - Haoyu Ji; Yalan Song; Tadd Bindas; Chaopeng Shen; Yuan Yang; Ming Pan; Jiangtao Liu; Farshid Rahmani; Ather Abbas; Hylke E. Beck; Kathryn Lawson; Yoshihide Wada (CoRR, 2025)