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Mapping smallholder cashew plantations to inform sustainable tree crop expansion in Benin


Jan 01, 2023
Leikun Yin, Rahul Ghosh, Chenxi Lin, David Hale, Christoph Weigl, James Obarowski, Junxiong Zhou, Jessica Till, Xiaowei Jia, Troy Mao, Vipin Kumar, Zhenong Jin

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Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability


Dec 10, 2022
Zhexiong Liu, Licheng Liu, Yiqun Xie, Zhenong Jin, Xiaowei Jia

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* In the Thirty-Seventh AAAI Conference on Artificial Intelligence, February 2023 

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Realization of Causal Representation Learning to Adjust Confounding Bias in Latent Space


Nov 15, 2022
Jia Li, Xiang Li, Xiaowei Jia, Michael Steinbach, Vipin Kumar

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Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications


Oct 15, 2022
Shaoming Xu, Ankush Khandelwal, Xiang Li, Xiaowei Jia, Licheng Liu, Jared Willard, Rahul Ghosh, Kelly Cutler, Michael Steinbach, Christopher Duffy, John Nieber, Vipin Kumar

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* submitted to SIAM International Conference on Data Mining (SDM23) 

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Graph-Augmented Cyclic Learning Framework for Similarity Estimation of Medical Clinical Notes


Aug 19, 2022
Can Zheng, Yanshan Wang, Xiaowei Jia

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* The 10th IEEE International Conference on Healthcare Informatics 

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Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature


Feb 11, 2022
Xiaowei Jia, Shengyu Chen, Yiqun Xie, Haoyu Yang, Alison Appling, Samantha Oliver, Zhe Jiang

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Heterogeneous Stream-reservoir Graph Networks with Data Assimilation


Oct 11, 2021
Shengyu Chen, Alison Appling, Samantha Oliver, Hayley Corson-Dosch, Jordan Read, Jeffrey Sadler, Jacob Zwart, Xiaowei Jia

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Knowledge-guided Self-supervised Learning for estimating River-Basin Characteristics


Sep 14, 2021
Rahul Ghosh, Arvind Renganathan, Ankush Khandelwal, Xiaowei Jia, Xiang Li, John Neiber, Chris Duffy, Vipin Kumar

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* Submitted to Science-Guided AI, SGAI-AAAI-21 

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Reconstructing High-resolution Turbulent Flows Using Physics-Guided Neural Networks


Sep 06, 2021
Shengyu Chen, Shervin Sammak, Peyman Givi, Joseph P. Yurko1, Xiaowei Jia

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Weakly Supervised Classification Using Group-Level Labels


Aug 16, 2021
Guruprasad Nayak, Rahul Ghosh, Xiaowei Jia, Vipin Kumar

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* Presented at the DeMaL workshop, KDD'21 

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