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When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning



Chuizheng Meng , Sungyong Seo , Defu Cao , Sam Griesemer , Yan Liu


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Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling



Chuizheng Meng , Sirisha Rambhatla , Yan Liu

* To be published in the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 21) 

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MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset



Chuizheng Meng , Loc Trinh , Nan Xu , Yan Liu


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Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning



Sungyong Seo , Chuizheng Meng , Sirisha Rambhatla , Yan Liu


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Coronavirus on Social Media: Analyzing Misinformation in Twitter Conversations



Karishma Sharma , Sungyong Seo , Chuizheng Meng , Sirisha Rambhatla , Aastha Dua , Yan Liu


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Benchmark of Deep Learning Models on Large Healthcare MIMIC Datasets



Sanjay Purushotham , Chuizheng Meng , Zhengping Che , Yan Liu

* Submitted to Journal of Biomedical Informatics (JBI). First two authors have equal contributions 

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