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Artificial Intelligence for In Silico Clinical Trials: A Review


Sep 16, 2022
Zifeng Wang, Chufan Gao, Lucas M. Glass, Jimeng Sun


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MedML: Fusing Medical Knowledge and Machine Learning Models for Early Pediatric COVID-19 Hospitalization and Severity Prediction


Jul 25, 2022
Junyi Gao, Chaoqi Yang, George Heintz, Scott Barrows, Elise Albers, Mary Stapel, Sara Warfield, Adam Cross, Jimeng Sun, the N3C consortium

* This submission has been removed by arXiv administrators as the submitter did not have the authority to grant the license at the time of submission 

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Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-Supervision


Jun 29, 2022
Zifeng Wang, Jimeng Sun


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Conformal Prediction Intervals with Temporal Dependence


May 26, 2022
Zhen Lin, Shubhendu Trivedi, Jimeng Sun

* 15 pages (main paper, including references) + 4 pages (supplementary material) 

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Conformal Prediction with Temporal Quantile Adjustments


May 23, 2022
Zhen Lin, Shubhendu Trivedi, Jimeng Sun

* 12 pages (main paper, including references) + 11 pages (supplementary material) 

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TransTab: Learning Transferable Tabular Transformers Across Tables


May 19, 2022
Zifeng Wang, Jimeng Sun


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GOCPT: Generalized Online Canonical Polyadic Tensor Factorization and Completion


May 08, 2022
Chaoqi Yang, Cheng Qian, Jimeng Sun

* To appear in IJCAI 2022. This is the full version with Appendix. Use our software: `pip install GOCPT`, which is open-sourced in https://github.com/ycq091044/GOCPT 

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Clinical trial site matching with improved diversity using fair policy learning


Apr 13, 2022
Rakshith S Srinivasa, Cheng Qian, Brandon Theodorou, Jeffrey Spaeder, Cao Xiao, Lucas Glass, Jimeng Sun


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MolGenSurvey: A Systematic Survey in Machine Learning Models for Molecule Design


Mar 28, 2022
Yuanqi Du, Tianfan Fu, Jimeng Sun, Shengchao Liu

* 20 pages 

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Why Interpretable Causal Inference is Important for High-Stakes Decision Making for Critically Ill Patients and How To Do It


Mar 09, 2022
Harsh Parikh, Kentaro Hoffman, Haoqi Sun, Wendong Ge, Jin Jing, Rajesh Amerineni, Lin Liu, Jimeng Sun, Sahar Zafar, Aaron Struck, Alexander Volfovsky, Cynthia Rudin, M. Brandon Westover


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