ML
Molei Liu
stat.MEcs.LGstat.MLElectronic Health Recordsstat.APCOVID-19electronic health recordsPandemicsAlgorithmsbioinformatics
On Valency
published · living versionsW_2kf7wy5m·v1 · currentpublished
TabCUQ: Context-Uncertainty Quantification for Tabular Foundation Models
with Yuebei Shi, Zijian Guo
1 version
Preprints & journals
66 papers in the corpus · 2016–2026Human-Anchored Inference for Ranking New Models with Large Language Model Judges2609.19599v2 · Xin Zhou, Sinian Zhang, Zhanyan Yang et al.2026 · 0 citationsarXiv
Shapley Value Estimation for Multi-Site Data with Blockwise-Missing Features2609.14902v1 · Siqi Li, Wangxuan Fan, Yiming Li et al.2026 · 0 citationsarXiv
Inferential Evaluation of Surrogate-Derived Models under Covariate Shift2608.15783v1 · Longtian Shi, Molei Liu, Doudou Zhou2026 · 0 citationsarXiv
Building a Global Research Network for Fair, Accountable, Interpretable, and Responsible AI in Emergency Care: Protocol for a FAIR-EC Study.42554297 · Hong, Chuan, Liew, Jonathan Chong Kai, Yu, Jaeyong et al.2026 · 0 citationsJMIR research protocols. 2026;15:e74202
Multimodal domain adaptation under label shift and blockwise missing modalities2608.01282v1 · Zebin Wang, Ziang Dou, Molei Liu et al.2026 · 0 citationsarXiv
Distributionally Robust Transfer Learning with Structurally Missing Covariates, with Application to Cross-National Cardiac Arrest Prediction2605.24212v2 · Siqi Li, Chuan Hong, Ziye Tian et al.2026 · 0 citationsarXiv
SAIGE-GPU: accelerating genome- and phenome-wide association studies using GPUs.41572430 · Rodriguez, Alex, Kim, Youngdae, Nandi, Tarak Nath et al.2026 · 0 citationsBioinformatics (Oxford, England). 2026;42(3)
RELEAP: reinforcement-enhanced label-efficient active phenotyping for electronic health records.41727415 · Yang, Yang, Pollak, Kathryn I, Chakraborty, Bibhas et al.2026 · 1 citationJAMIA open. 2026;9(1):ooag019
Adversarial Drift-Aware Predictive Transfer: Toward Durable Clinical AI2601.11860v2 · Xin Xiong, Zijian Guo, Haobo Zhu et al.2026 · 0 citationsarXiv
TRACER: Transfer Learning based Real-time Adaptation for Clinical Evolving Risk2512.12795v1 · Mengying Yan, Ziye Tian, Siqi Li et al.2025 · 0 citationsarXiv
Examining saliva proteomic dynamics in mitochondrial diseases from a perspective of intrinsic health.41330958 · Zhao, Jiaying, Xu, Bowen, Huang, Tianhui et al.2025 · 0 citationsScientific reports. 2025;15(1):43031
Adaptive mobility responses during Hurricanes Helene and Milton in 2024.40630574 · Yao, Qing, Lynch, Victoria D, Liu, Molei et al.2025 · 1 citationmedRxiv : the preprint server for health sciences. 2025
Robust Mixture Models for Algorithmic Fairness Under Latent Heterogeneity2509.17411v2 · Siqi Li, Molei Liu, Yiwei Lyu et al.2025 · 0 citationsarXiv
Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework2509.09371v2 · Zitao Wang, Nian Si, Molei Liu2025 · 0 citationsarXiv
Bridging Data Gaps in Healthcare: A Scoping Review of Transfer Learning in Structured Data Analysis.40917080 · Li, Siqi, Li, Xin, Yu, Kunyu et al.2026 · 7 citationsHealth data science. 2025;5:0321
Train-Time and Test-Time Computation in Large Language Models for Error Detection and Correction in Electronic Medical Records: A Retrospective Study.40722578 · Cai, Qiong, Yang, Lanting, Xiao, Jiangping et al.2026 · 2 citationsDiagnostics (Basel, Switzerland). 2025;15(14)
CEGA: A Cost-Effective Approach for Graph-Based Model Extraction and Acquisition2506.17709v1 · Zebin Wang, Menghan Lin, Bolin Shen et al.2025 · 0 citationsProceedings of the 42nd International Conference on Machine Learning (ICML 2025), Proceedings of Machine Learning Research 267:63690-63706, 2025
Intrinsic health as a foundation for a science of health.40532003 · Cohen, Alan A, Picard, Martin, Beard, John R et al.2025 · 10 citationsScience advances. 2025;11(25):eadu8437
Semi-supervised Clustering Through Representation Learning of Large-scale EHR Data2505.20731v1 · Linshanshan Wang, Mengyan Li, Zongqi Xia et al.2025 · 0 citationsarXiv
Model-X Change-Point Detection of Conditional Distribution2505.12023v3 · Zhuofan Dong, Yiwen Huang, Yan Dong et al.2025 · 0 citationsarXiv
Robust and efficient semi-supervised learning for Ising model.40377019 · Wu, Daiqing, Liu, Molei2025 · 1 citationBiometrics. 2025;81(2)
Knowledge-Driven Online Multimodal Automated Phenotyping System.37873131 · Xiong, Xin, Sweet, Sara Morini, Liu, Molei et al.2025 · 19 citationsmedRxiv : the preprint server for health sciences. 2025
FedIMPUTE: Privacy-preserving missing value imputation for multi-site heterogeneous electronic health records.40054590 · Li, Siqi, Yan, Mengying, Yuan, Ruizhi et al.2025 · 9 citationsJournal of biomedical informatics. 2025;165:104780
Transfer Learning of CATE with Kernel Ridge Regression2502.11331v4 · Seok-Jin Kim, Hongjie Liu, Molei Liu et al.2025 · 0 citationsarXiv
Novel Pipelines to Extract Differences in Proteome Dynamics Based on Health Status10.1101/2025.02.01.636015v1 · Xu, B., Zhao, J., Huang, T. et al.2025 · 0 citationsbioRxiv
Federated Learning in Healthcare: A Benchmark Comparison of Engineering and Statistical Approaches for Structured Data Analysis.39635226 · Li, Siqi, Miao, Di, Wu, Qiming et al.2024 · 17 citationsHealth data science. 2024;4:0196
Semi-supervised Triply Robust Inductive Transfer Learning.40519952 · Cai, Tianxi, Li, Mengyan, Liu, Molei2026 · 11 citationsJournal of the American Statistical Association. 2025;120:1037-1047
Domain Adaptation Targeting Heterogeneous and Imbalanced Subgroups2410.06484v2 · Doudou Zhou, Mengyan Li, Yun Wang et al.2024 · 0 citationsarXiv
Multi-source Stable Variable Importance Measure via Adversarial Machine Learning2409.07380v3 · Zitao Wang, Nian Si, Zijian Guo et al.2024 · 0 citationsarXiv
Domain Adaptation Optimized for Robustness in Mixture Populations2407.20073v2 · Keyao Zhan, Xin Xiong, Zijian Guo et al.2024 · 0 citationsarXiv
Doubly Robust Augmented Model Accuracy Transfer Inference with High Dimensional Features.40302926 · Zhou, Doudou, Liu, Molei, Li, Mengyan et al.2026 · 8 citationsJournal of the American Statistical Association. 2025;120(549):524-534
Adaptive and Efficient Learning with Blockwise Missing and Semi-Supervised Data2405.18722v4 · Yiming Li, Ruoyu Wang, Ying Wei et al.2024 · 1 citationarXiv
Covariate Shift Corrected Conditional Randomization Test2405.19231v1 · Bowen Xu, Yiwen Huang, Chuan Hong et al.2024 · 0 citationsarXiv
Accelerating Genome- and Phenome-Wide Association Studies using GPUs - A case study using data from the Million Veteran Program.38826407 · Rodriguez, Alex, Kim, Youngdae, Nandi, Tarak Nath et al.2024 · 1 citationbioRxiv : the preprint server for biology. 2024
Heterogeneous associations between interleukin-6 receptor variants and phenotypes across ancestries and implications for therapy.38580710 · Wang, Xuan, Liu, Molei, Nogues, Isabelle-Emmanuella et al.2024 · 0 citationsScientific reports. 2024;14(1):8021
A Semiparametric Approach for Robust and Efficient Learning with Biobank Data2404.01191v1 · Molei Liu, Xinyi Wang, Chuan Hong2024 · 0 citationsarXiv
Trans-Balance: Reducing demographic disparity for prediction models in the presence of class imbalance.38070817 · Hong, Chuan, Liu, Molei, Wojdyla, Daniel M et al.2024 · 13 citationsJournal of biomedical informatics. 2024;149:104532
Diversity and Scale: Genetic Architecture of 2,068 Traits in the VA Million Veteran Program.37425708 · Verma, Anurag, Huffman, Jennifer E, Rodriguez, Alex et al.2025 · 459 citationsmedRxiv : the preprint server for health sciences. 2023
Efficient Modeling of Surrogates to Improve Multi-source High-dimensional Integrative Regression2302.04970v4 · Yue Liu, Molei Liu, Zijian Guo et al.2023 · 0 citationsarXiv
Improve Efficiency of Doubly Robust Estimator when Propensity Score is Misspecified2301.02162v3 · Liangbo Lyu, Molei Liu2023 · 0 citationsarXiv
Assessing the Most Vulnerable Subgroup to Type II Diabetes Associated with Statin Usage: Evidence from Electronic Health Record Data.38223220 · Guo, Xinzhou, Wei, Waverly, Liu, Molei et al.2026 · 14 citationsJournal of the American Statistical Association. 2023;118(543):1488-1499
Differential Associations of Interleukin 6 Receptor Variant Across Genetic Ancestries and Implications for Targeted Therapies10.1101/2022.09.24.22280325v1 · Wang, X., Nogues, I.-E., Liu, M. et al.2022 · 2 citationsmedRxiv
Weakly Semi-supervised phenotyping using Electronic Health records.36064111 · Nogues, Isabelle-Emmanuella, Wen, Jun, Lin, Yucong et al.2022 · 17 citationsJournal of biomedical informatics. 2022;134:104175
Changes in laboratory value improvement and mortality rates over the course of the pandemic: an international retrospective cohort study of hospitalised patients infected with SARS-CoV-2.35738646 · Hong, Chuan, Zhang, Harrison G, L'Yi, Sehi et al.2022 · 8 citationsBMJ open. 2022;12(6):e057725
International comparisons of laboratory values from the 4CE collaborative to predict COVID-19 mortality.35697747 · Weber, Griffin M, Hong, Chuan, Xia, Zongqi et al.2026 · 15 citationsNPJ digital medicine. 2022;5(1):74
Efficient Evaluation of Prediction Rules in Semi-Supervised Settings under Stratified Sampling.36275859 · Gronsbell, Jessica, Liu, Molei, Tian, Lu et al.2023 · 22 citationsJournal of the Royal Statistical Society. Series B, Statistical methodology. 2022;84(4):1353-1391
Maxway CRT: Improving the Robustness of the Model-X Inference2203.06496v2 · Shuangning Li, Molei Liu2022 · 3 citationsarXiv
Prior Adaptive Semi-supervised Learning with Application to EHR Phenotyping.37974910 · Zhang, Yichi, Liu, Molei, Neykov, Matey et al.2023 · 5 citationsJournal of machine learning research : JMLR. 2022;23
Authorship Correction: International Changes in COVID-19 Clinical Trajectories Across 315 Hospitals and 6 Countries: Retrospective Cohort Study.34889759 · Weber, Griffin M, Zhang, Harrison G, L'Yi, Sehi et al.2022 · 3 citationsJournal of medical Internet research. 2021;23(11):e34625
Clinical knowledge extraction via sparse embedding regression (KESER) with multi-center large scale electronic health record data.34707226 · Hong, Chuan, Rush, Everett, Liu, Molei et al.2024 · 65 citationsNPJ digital medicine. 2021;4(1):151
Career total: 92 works. 66 are in this corpus.Showing the 50 most recent.
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