Multi-Scale Graph Learning for Anti-Sparse Downscaling.

Alison P. Appling Yingda Fan Runlong Yu Janet R. Barclay Alison P. Appling Yiming Sun 0004 Yiqun Xie Xiaowei Jia Multi-Scale Graph Learning for Anti-Sparse Downscaling. 27969-27977 2025 AAAI https://doi.org/10.1609/aaai.v39i27.35014 conf/aaai/2025 db/conf/aaai/aaai2025.html#FanYBASXJ25

Yingda Fan Runlong Yu Janet R. Barclay Alison P. Appling Yiming Sun 0004 Yiqun Xie Xiaowei Jia Multi-Scale Graph Learning for Anti-Sparse Downscaling. 2025 May abs/2505.01948 CoRR https://doi.org/10.48550/arXiv.2505.01948 db/journals/corr/corr2505.html#abs-2505-01948 streams/journals/corr

Shengyu Chen Nasrin Kalanat Yiqun Xie Sheng Li 0001 Jacob A. Zwart Jeffrey M. Sadler Alison P. Appling Samantha K. Oliver Jordan S. Read Xiaowei Jia Physics-guided machine learning from simulated data with different physical parameters. 3223-3250 2023 65 Knowl. Inf. Syst. 8 https://doi.org/10.1007/s10115-023-01864-z db/journals/kais/kais65.html#ChenKX0ZSAORJ23

Jacob Zwart Jeremy Diaz 0001 Scott Hamshaw Samantha Oliver Jesse C. Ross Margaux Sleckman Alison P. Appling Hayley Corson-Dosch Xiaowei Jia Jordan S. Read Jeffrey M. Sadler Theodore Thompson William Watkins Ellie White Source code: Evaluating deep learning architecture and data assimilation for improving water temperature forecasts at unmonitored locations. 2023 February https://doi.org/10.5281/zenodo.6516512 Zenodo streams/repo/zenodo

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 P. 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 Differentiable modeling to unify machine learning and physical models and advance Geosciences. 2023 abs/2301.04027 CoRR https://doi.org/10.48550/arXiv.2301.04027 db/journals/corr/corr2301.html#abs-2301-04027

Xiaowei Jia Shengyu Chen Yiqun Xie Haoyu Yang Alison P. Appling Samantha Oliver Zhe Jiang 0001 Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature. 91-99 2022 SDM https://doi.org/10.1137/1.9781611977172.11 conf/sdm/2022 db/conf/sdm/sdm2022.html#JiaCXYAO022

Xiaowei Jia Shengyu Chen Yiqun Xie Haoyu Yang Alison P. Appling Samantha Oliver Zhe Jiang 0001 Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature. 2022 abs/2202.05714 CoRR https://arxiv.org/abs/2202.05714 db/journals/corr/corr2202.html#abs-2202-05714

Tianshu Bao Xiaowei Jia Jacob Zwart Jeffrey M. Sadler Alison P. Appling Samantha Oliver Taylor T. Johnson Partial Differential Equation Driven Dynamic Graph Networks for Predicting Stream Water Temperature. 11-20 2021 ICDM https://doi.org/10.1109/ICDM51629.2021.00011 https://www.wikidata.org/entity/Q110880217 conf/icdm/2021 db/conf/icdm/icdm2021.html#BaoJZSAOJ21 Xiaowei Jia Yiqun Xie Sheng Li 0001 Shengyu Chen Jacob Zwart Jeffrey M. Sadler Alison P. Appling Samantha Oliver Jordan S. Read Physics-Guided Machine Learning from Simulation Data: An Application in Modeling Lake and River Systems. 270-279 2021 ICDM https://doi.org/10.1109/ICDM51629.2021.00037 https://www.wikidata.org/entity/Q110880239 conf/icdm/2021 db/conf/icdm/icdm2021.html#JiaX0CZSAOR21 Shengyu Chen Alison P. Appling Samantha Oliver Hayley Corson-Dosch Jordan S. Read Jeffrey M. Sadler Jacob Zwart Xiaowei Jia Heterogeneous Stream-reservoir Graph Networks with Data Assimilation. 1024-1029 2021 ICDM https://doi.org/10.1109/ICDM51629.2021.00117 https://www.wikidata.org/entity/Q110880254 conf/icdm/2021 db/conf/icdm/icdm2021.html#ChenAOCRSZJ21 Xiaowei Jia Jacob Zwart Jeffrey M. Sadler Alison P. Appling Samantha Oliver Steven Markstrom Jared Willard Shaoming Xu Michael S. Steinbach Jordan S. Read Vipin Kumar 0001 Physics-Guided Recurrent Graph Model for Predicting Flow and Temperature in River Networks. 612-620 2021 SDM https://doi.org/10.1137/1.9781611976700.69 conf/sdm/2021 db/conf/sdm/sdm2021.html#JiaZSAOMWXSRK21 Xiaowei Jia Beiyu Lin Jacob Zwart Jeffrey M. Sadler Alison P. Appling Samantha Oliver Jordan S. Read Graph-based Reinforcement Learning for Active Learning in Real Time: An Application in Modeling River Networks. 621-629 2021 SDM https://doi.org/10.1137/1.9781611976700.70 conf/sdm/2021 db/conf/sdm/sdm2021.html#JiaLZSAOR21 Jacob A. Zwart Samantha K. Oliver William Watkins Jeffrey M. Sadler Alison P. Appling Hayley Corson-Dosch Xiaowei Jia Vipin Kumar 0001 Jordan S. Read Source code: Near-term forecasts of stream temperature using process-guided deep learning and data assimilation. 2021 July https://doi.org/10.5281/zenodo.5120248 Zenodo streams/repo/zenodo data/11/ZwartOWSACJKR21c Jacob A. Zwart Samantha K. Oliver William Watkins Jeffrey M. Sadler Alison P. Appling Hayley Corson-Dosch Xiaowei Jia Vipin Kumar 0001 Jordan S. Read Source code: Near-term forecasts of stream temperature using process-guided deep learning and data assimilation. 2021 August https://doi.org/10.5281/zenodo.5164910 Zenodo streams/repo/zenodo data/11/ZwartOWSACJKR21c Jacob A. Zwart Samantha K. Oliver William Watkins Jeffrey M. Sadler Alison P. Appling Hayley Corson-Dosch Xiaowei Jia Vipin Kumar 0001 Jordan S. Read Source code: Near-term forecasts of stream temperature using process-guided deep learning and data assimilation. 2021 December https://doi.org/10.5281/zenodo.5786612 Zenodo streams/repo/zenodo data/11/ZwartOWSACJKR21c

Shengyu Chen Alison P. Appling Samantha Oliver Hayley Corson-Dosch Jordan S. Read Jeffrey M. Sadler Jacob Zwart Xiaowei Jia Heterogeneous Stream-reservoir Graph Networks with Data Assimilation. 2021 abs/2110.04959 CoRR https://arxiv.org/abs/2110.04959 db/journals/corr/corr2110.html#abs-2110-04959

Arka Daw R. Quinn Thomas Cayelan C. Carey Jordan S. Read Alison P. Appling Anuj Karpatne Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling. 532-540 2020 SDM https://doi.org/10.1137/1.9781611976236.60 conf/sdm/2020 db/conf/sdm/sdm2020.html#DawTCRAK20

Xiaowei Jia Jacob Zwart Jeffrey M. Sadler Alison P. Appling Samantha Oliver Steven Markstrom Jared Willard Shaoming Xu Michael S. Steinbach Jordan S. Read Vipin Kumar 0001 Physics-Guided Recurrent Graph Networks for Predicting Flow and Temperature in River Networks. 2020 abs/2009.12575 CoRR https://arxiv.org/abs/2009.12575 db/journals/corr/corr2009.html#abs-2009-12575

Xiaowei Jia Beiyu Lin Jacob Zwart Jeffrey M. Sadler Alison P. Appling Samantha Oliver Jordan S. Read Graph-based Reinforcement Learning for Active Learning in Real Time: An Application in Modeling River Networks. 2020 abs/2010.14000 CoRR https://arxiv.org/abs/2010.14000 db/journals/corr/corr2010.html#abs-2010-14000

Jared D. Willard Jordan S. Read Alison P. Appling Samantha K. Oliver Xiaowei Jia Vipin Kumar 0001 Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning. 2020 abs/2011.05369 CoRR https://arxiv.org/abs/2011.05369 db/journals/corr/corr2011.html#abs-2011-05369

Arka Daw R. Quinn Thomas Cayelan C. Carey Jordan S. Read Alison P. Appling Anuj Karpatne Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling. 2019 abs/1911.02682 CoRR http://arxiv.org/abs/1911.02682 db/journals/corr/corr1911.html#abs-1911-02682

Luke A. Winslow Scott Chamberlain Alison P. Appling Jordan S. Read sbtools: A Package Connecting R to Cloud-based Data for Collaborative Online Research. 387 2016 8 R J. 1 https://doi.org/10.32614/rj-2016-029 db/journals/rjour/rjour8.html#WinslowCAR16

Doaa Aboelyazeed Marco Baity-Jesi Toshiyuki Bandai Tianshu Bao Janet R. Barclay Hylke E. Beck Tadd Bindas Cayelan C. Carey Scott Chamberlain Shengyu Chen Martyn P. Clark Hayley Corson-Dosch Arka Daw Jeremy Diaz 0001 Dipankar Dwivedi Yingda Fan Kuai Fang Matthew W. Farthing Dapeng Feng Fabrizio Fenicia Pierre Gentine Hoshin V. Gupta Scott Hamshaw Ciaran J. Harman Marvin Höge Xiaowei Jia Zhe Jiang 0001 Taylor T. Johnson Nasrin Kalanat Anuj Karpatne Daniel Kifer Praveen Kumar Vipin Kumar 0001 Kathryn Lawson Li Li Sheng Li 0001 Beiyu Lin Xiaofeng Liu Steven Markstrom Samantha OliverSamantha K. Oliver Christopher RackauckasChris Rackauckas Farshid Rahmani Jordan S. Read Wei Ren Jesse C. Ross Tirthankar Roy Jeffrey M. Sadler Chaopeng Shen Margaux Sleckman Michael S. Steinbach Yiming Sun 0004 Alexandre Tartakovsky R. Quinn Thomas Theodore Thompson William Watkins Ellie White Jared WillardJared D. Willard Luke A. Winslow Yiqun Xie Chonggang Xu Shaoming Xu Haoyu Yang Runlong Yu Yi Zheng Jacob ZwartJacob A. Zwart