Kathryn Lawson

According to our database, Kathryn Lawson authored at least 9 papers between 2020 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

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, April, 2025

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, February, 2025

2023

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, Yi Zheng, Ciaran J. Harman, Martyn Clark, Matthew W. Farthing, Dapeng Feng, Praveen Kumar, Doaa Aboelyazeed, Farshid Rahmani, Hylke E. Beck, Tadd Bindas, Dipankar Dwivedi, Kuai Fang, Marvin Höge, Chris Rackauckas, Tirthankar Roy, Chonggang Xu, Kathryn Lawson

CoRR, 2023

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, Tong Qiu, Sarah Tran, Chaopeng Shen

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

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

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

The data synergy effects of time-series deep learning models in hydrology.

Kuai Fang, Daniel Kifer, Kathryn Lawson, Dapeng Feng, Chaopeng Shen

CoRR, 2021

2020

Prediction in ungauged regions with sparse flow duration curves and input-selection ensemble modeling.

Dapeng Feng, Kathryn Lawson, Chaopeng Shen

CoRR, 2020

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