| 2026 | ACL | From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models. | Jiaxin Zhang, Wendi Cui, Zhuohang Li, Lifu Huang, Bradley A. Malin, Caiming Xiong, Chien-Sheng Wu |
| 2025 | ACL | SEE: Strategic Exploration and Exploitation for Cohesive In-Context Prompt Optimization. | Wendi Cui, Jiaxin Zhang, Zhuohang Li, Hao Sun, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan |
| 2025 | ACL | Heuristic-based Search Algorithm in Automatic Instruction-focused Prompt Optimization: A Survey. | Wendi Cui, Jiaxin Zhang, Zhuohang Li, Hao Sun, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan |
| 2025 | AIME | Using Large Language Model for Efficient Extraction of Treatment Discontinuation Information - A Study of Online Breast Cancer Community Posts. | Qingyuan Song, Jessie Yang, Ndidiamaka Obi, Congning Ni, Jeremy L. Warner, Qingxia Chen, Lijun Song, S. Trent Rosenbloom, Bradley A. Malin, Zhijun Yin |
| 2025 | EMNLP | Towards Statistical Factuality Guarantee for Large Vision-Language Models. | Zhuohang Li, Chao Yan, Nicholas J. Jackson, Wendi Cui, Bo Li, Jiaxin Zhang, Bradley A. Malin |
| 2025 | ISIT | Differential Confounding Privacy and Inverse Composition. | Tao Zhang, Bradley A. Malin, Netanel Raviv, Yevgeniy Vorobeychik |
| 2025 | WWW | Catalysts of Conversation: Examining Interaction Dynamics Between Topic Initiators and Commentors in Alzheimer's Disease Online Communities. | Congning Ni, Qingxia Chen, Lijun Song, Patricia Commiskey, Qingyuan Song, Bradley A. Malin, Zhijun Yin |
| 2024 | CCS | Analyzing Inference Privacy Risks Through Gradients In Machine Learning. | Zhuohang Li, Andrew Lowy, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Bradley A. Malin, Ye Wang |
| 2024 | EMNLP | Divide-Conquer-Reasoning for Consistency Evaluation and Automatic Improvement of Large Language Models. | Wendi Cui, Zhuohang Li, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan, Jiaxin Zhang |
| 2024 | EMNLP | Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation. | Zhuohang Li, Jiaxin Zhang, Chao Yan, Kamalika Das, Kumar Sricharan, Murat Kantarcioglu, Bradley A. Malin |
| 2024 | ICLR | A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality. | Huan He, William Hao, Yuanzhe Xi, Yong Chen, Bradley A. Malin, Joyce C. Ho |
| 2024 | PSD | Robin Hood: A De-identification Method to Preserve Minority Representation for Disparities Research. | James Thomas Brown, Ellen Wright Clayton, Michael E. Matheny, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin |
| 2023 | EMNLP | SAC³: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency. | Jiaxin Zhang, Zhuohang Li, Kamalika Das, Bradley A. Malin, Kumar Sricharan |
| 2022 | AMIA | Assessing Machine Learning Based Generators for Synthetic Electronic Health Records: A Benchmarking. | Chao Yan, Yao Yan, Ziqi Zhang, Zhiyu Wan, Justin Guinney, Sean D. Mooney, Bradley A. Malin |
| 2022 | AMIA | A Representativeness-informed Model for Research Record Selection from Electronic Medical Record Systems. | Victor A. Borza, Ellen Wright Clayton, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin |
| 2022 | AMIA | Supporting COVID-19 Disparity Investigations with Dynamically Adjusting Case Reporting Policies. | James Thomas Brown, Zhiyu Wan, Aris Gkoulalas-Divanis, Murat Kantarcioglu, Bradley A. Malin |
| 2022 | AMIA | How to Achieve Privacy in Large Diverse Health Systems. | Gamze Grsoy, Bradley A. Malin, Erman Ayday, Ellen Wright Clayton |
| 2022 | AMIA | A Scalable Tool for Realistic Health Data Re-identification Risk Assessment. | Weiyi Xia, Yongtai Liu, Zhiyu Wan, Yevgeniy Vorobeychik, Murat Kantarcioglu, Ellen Wright Clayton, Bradley A. Malin |
| 2022 | ICWSM | "Rough Day ... Need a Hug": Learning Challenges and Experiences of the Alzheimer's Disease and Related Dementia Caregivers on Reddit. | Congning Ni, Bradley A. Malin, Lijun Song, Angela L. Jefferson, Patricia Commiskey, Zhijun Yin |
| 2022 | PSD | How Adversarial Assumptions Influence Re-identification Risk Measures: A COVID-19 Case Study. | Xinmeng Zhang, Zhiyu Wan, Chao Yan, J. Thomas Brown, Weiyi Xia, Aris Gkoulalas-Divanis, Murat Kantarcioglu, Bradley A. Malin |
| 2021 | AMIA | Synthetic Data to Support Engineering and Demonstrations in the All of Us Research Program. | Chao Yan, Steve Nyemba, Kelsey R. Mayo, Ziqi Zhang, Francis Ratsimbazafy, Bradley A. Malin |
| 2021 | AMIA | Telehealth Uptake and Continuing Usage During the COVID-19 Pandemic. | Cheng Gao, Bradley A. Malin, You Chen |
| 2021 | AMIA | De-identifying Socioeconomic Data at the Census Tract Level for Medical Research Through Constraint-based Clustering. | Yongtai Liu, Douglas Conway, Zhiyu Wan, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin |
| 2021 | AMIA | Predicting Next-Day Discharge via Electronic Health Record Audit Logs. | Xinmeng Zhang, Chao Yan, Mayur B. Patel, Bradley A. Malin, You Chen |
| 2021 | AMIA | CCF-CL: Forecasting the Clinical Status of a Patient Through Contrastive Learning. | Ziqi Zhang, Chao Yan, Xinmeng Zhang, Steve Nyemba, Bradley A. Malin |
| 2020 | AMIA | Generating Electronic Health Records with Multiple Data Types and Constraints. | Chao Yan, Ziqi Zhang, Steve Nyemba, Bradley A. Malin |
| 2020 | AMIA | Learning Tasks of Pediatric Providers from Electronic Health Record Audit Logs. | Barrett Jones, Xinmeng Zhang, Bradley A. Malin, You Chen |
| 2020 | AMIA | De-Identification of Clinical Text: Stakeholders' Perspectives and Acceptance of Automatic De-Identification. | Stphane M. Meystre, Jonathan C. Silverstein, Guergana Savova, Valentina Petkov, Bradley A. Malin |
| 2020 | ICDE | To Warn or Not to Warn: Online Signaling in Audit Games. | Chao Yan, Haifeng Xu, Yevgeniy Vorobeychik, Bo Li, Daniel Fabbri, Bradley A. Malin |
| 2019 | AMIA | Corpus Size Influences Clinical Concept Embeddings. | Cheng Gao, Chao Yan, Bradley A. Malin, You Chen |
| 2019 | AMIA | Biomedical Research Cohort Membership Disclosure on Social Media. | Yongtai Liu, Chao Yan, Zhijun Yin, Zhiyu Wan, Weiyi Xia, Murat Kantarcioglu, Yevgeniy Vorobeychik, Ellen Wright Clayton, Bradley A. Malin |
| 2019 | AMIA | Public Attitudes Toward Direct to Consumer Genetic Testing. | Grayson Ruhl, James Hazel, Ellen Wright Clayton, Bradley A. Malin |
| 2019 | AMIA | Why Patient Portal Messages Indicate Risk of Readmission for Patients with Ischemic Heart Disease. | Lina M. Sulieman, Zhijun Yin, Bradley A. Malin |
| 2019 | AMIA | Patient Messaging Content Associated with Initiating Hormonal Therapy after a Breast Cancer Diagnosis. | Zhijun Yin, Jeremy L. Warner, Qingxia Chen, Bradley A. Malin |
| 2019 | PAKDD | Determining the Impact of Missing Values on Blocking in Record Linkage. | Imrul Chowdhury Anindya, Murat Kantarcioglu, Bradley A. Malin |
| 2019 | SDM | CP Tensor Decomposition with Cannot-Link Intermode Constraints. | Jette Henderson, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Jimeng Sun, Joydeep Ghosh, Joyce C. Ho |
| 2018 | AMIA | Crowdsourcing Clinical Chart Reviews. | Joseph R. Coco, Cheng Ye, Chen Hajaj, Yevgeniy Vorobeychik, Joshua C. Denny, Laurie L. Novak, Bradley A. Malin, Thomas A. Lasko, Daniel Fabbri |
| 2018 | AMIA | Phenotyping through Semi-Supervised Tensor Factorization (PSST). | Jette Henderson, Huan He, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Joydeep Ghosh, Joyce C. Ho |
| 2018 | AMIA | Detecting the Presence of an Individual in Phenotypic Summary Data. | Yongtai Liu, Zhiyu Wan, Weiyi Xia, Murat Kantarcioglu, Yevgeniy Vorobeychik, Ellen Wright Clayton, Abel N. Kho, David S. Carrell, Bradley A. Malin |
| 2018 | AMIA | Learning When Communications Between Healthcare Providers Indicate Hormonal Therapy Medication Discontinuation. | Zhijun Yin, Jeremy L. Warner, Bradley A. Malin |
| 2018 | ICDE | Get Your Workload in Order: Game Theoretic Prioritization of Database Auditing. | Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin |
| 2017 | AAAI | A Game-Theoretic Approach for Alert Prioritization. | Aron Laszka, Yevgeniy Vorobeychik, Daniel Fabbri, Chao Yan, Bradley A. Malin |
| 2017 | AMIA | Evaluating the Effectiveness of Auditing Rules for Electronic Health Record Systems. | Monica Hedda, Bradley A. Malin, Chao Yan, Daniel Fabbri |
| 2017 | AMIA | An Open Source Tool for Game Theoretic Health Data De-Identification. | Fabian Prasser, James Gaupp, Zhiyu Wan, Weiyi Xia, Yevgeniy Vorobeychik, Murat Kantarcioglu, Klaus A. Kuhn, Bradley A. Malin |
| 2017 | AMIA | Computational Phenotyping on Diverse Data Sources. | Jimeng Sun, Bradley A. Malin, Abel N. Kho, Mark W. Craven, Joydeep Ghosh |
| 2017 | AMIA | Talking About My Care: Detecting Mentions of Hormonal Therapy Adherence Behavior in an Online Breast Cancer Community. | Zhijun Yin, Wei Xie, Bradley A. Malin |
| 2017 | CBMS | Reciprocity and its Association with Treatment Adherence in an Online Breast Cancer Forum. | Zhijun Yin, Lijun Song, Bradley A. Malin |
| 2017 | CIKM | Building a Dossier on the Cheap: Integrating Distributed Personal Data Resources Under Cost Constraints. | Imrul Chowdhury Anindya, Harichandan Roy, Murat Kantarcioglu, Bradley A. Malin |
| 2017 | ICWSM | The Power of the Patient Voice: Learning Indicators of Treatment Adherence From An Online Breast Cancer Forum. | Zhijun Yin, Bradley A. Malin, Jeremy L. Warner, Pei-Yun Sabrina Hsueh, Ching-Hua Chen |
| 2016 | AMIA | Big Data for Healthcare and Life Sciences: Learning Useful Insights from Imperfect Data. | Jianying Hu, Nigam H. Shah, Bradley A. Malin, Patrick B. Ryan, Anil Jain |
| 2016 | AMIA | Predicting Negative Events: Using Post-discharge Data to Detect High-Risk Patients. | Lina M. Sulieman, Daniel Fabbri, Fei Wang, Jianying Hu, Bradley A. Malin |
| 2016 | AMIA | Learning Clinical Workflows to Identify Subgroups of Heart Failure Patients. | Chao Yan, You Chen, Bo Li, David M. Liebovitz, Bradley A. Malin |
| 2016 | DBSEC | CheapSMC: A Framework to Minimize Secure Multiparty Computation Cost in the Cloud. | Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin |
| 2016 | ICDE | Optimizing secure classification performance with privacy-aware feature selection. | Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin |
| 2016 | ICWSM | #PrayForDad: Learning the Semantics Behind Why Social Media Users Disclose Health Information. | Zhijun Yin, You Chen, Daniel Fabbri, Jimeng Sun, Bradley A. Malin |
| 2015 | AMIA | Inferring Clinical Workflow Efficiency via Electronic Medical Record Utilization. | You Chen, Wei Xie, Carl A. Gunter, David M. Liebovitz, Sanjay Mehrotra, He Zhang, Bradley A. Malin |
| 2015 | AMIA | Mining Twitter as a First Step toward Assessing the Adequacy of Gender Identification Terms on Intake Forms. | Amanda Hicks, William R. Hogan, Michael W. Rutherford, Bradley A. Malin, Mengjun Xie, Christiane Fellbaum, Zhijun Yin, Daniel Fabbri, Josh Hanna, Jiang Bian |
| 2015 | AMIA | Patient privacy and "de-identified" health records in the genomic era. | Jessica D. Tenenbaum, Greg Biggers, Bradley A. Malin, Lucila Ohno-Machado, Leslie Wolf |
| 2015 | CIKM | Process-Driven Data Privacy. | Weiyi Xia, Murat Kantarcioglu, Zhiyu Wan, Raymond Heatherly, Yevgeniy Vorobeychik, Bradley A. Malin |
| 2015 | ICDE | Privacy-aware dynamic feature selection. | Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin |
| 2015 | ICDM | Iterative Classification for Sanitizing Large-Scale Datasets. | Bo Li, Yevgeniy Vorobeychik, Muqun Li, Bradley A. Malin |
| 2015 | KDD | Rubik: Knowledge Guided Tensor Factorization and Completion for Health Data Analytics. | Yichen Wang, Robert Chen, Joydeep Ghosh, Joshua C. Denny, Abel N. Kho, You Chen, Bradley A. Malin, Jimeng Sun |
| 2014 | AMIA | SOEMPI: A Secure Open Enterprise Master Patient Index Software Toolkit for Private Record Linkage. | Csaba Tth, Elizabeth Ashley Durham, Murat Kantarcioglu, Yuan Xue, Bradley A. Malin |
| 2014 | CCS | Decide Now or Decide Later?: Quantifying the Tradeoff between Prospective and Retrospective Access Decisions. | Wen Zhang, You Chen, Thaddeus Cybulski, Daniel Fabbri, Carl A. Gunter, Patrick N. Lawlor, David M. Liebovitz, Bradley A. Malin |
| 2013 | AMIA | Location Bias of Identifiers in Clinical Narratives. | David A. Hanauer, Qiaozhu Mei, Bradley A. Malin, Kai Zheng |
| 2013 | EDBT | Efficient privacy-aware record integration. | Mehmet Kuzu, Murat Kantarcioglu, Ali Inan, Elisa Bertino, Elizabeth Durham, Bradley A. Malin |
| 2013 | IPCCC | Scalable load balancing for mapreduce-based record linkage. | Wei Yan, Yuan Xue, Bradley A. Malin |
| 2013 | ISI | Modeling and detecting anomalous topic access. | Siddharth Gupta, Casey Hanson, Carl A. Gunter, Mario Frank, David M. Liebovitz, Bradley A. Malin |
| 2013 | SACMAT | Evolving role definitions through permission invocation patterns. | Wen Zhang, You Chen, Carl A. Gunter, David M. Liebovitz, Bradley A. Malin |
| 2012 | AMIA | Auditing Medical Records Accesses via Healthcare Interaction Networks. | You Chen, Steve Nyemba, Bradley A. Malin |
| 2012 | AMIA | The Chicago Health Atlas: A Public Resource to Visualize Health Conditions and Resources in Chicago. | Abel N. Kho, John P. Cashy, Bala Hota, Shannon A. Sims, Bradley A. Malin, David O. Meltzer, Erin O. Kaleba, William L. Galanter |
| 2012 | AMIA | Rethinking the "Honest Broker" in the Changing Face of Security and Privacy. | Luke V. Rasmussen, Brian D. Athey, Andrew D. Boyd, Bradley A. Malin, Shawn N. Murphy |
| 2012 | SRDS | Detecting Anomalous User Behaviors in Workflow-Driven Web Applications. | Xiaowei Li, Yuan Xue, Bradley A. Malin |
| 2011 | ISI | Leveraging social networks to detect anomalous insider actions in collaborative environments. | You Chen, Steve Nyemba, Wen Zhang, Bradley A. Malin |
| 2011 | WoWMoM | Towards understanding the usage pattern of web-based electronic medical record systems. | Xiaowei Li, Yuan Xue, Bradley A. Malin |
| 2008 | PSD | A Privacy-Preserving Framework for Integrating Person-Specific Databases. | Murat Kantarcioglu, Wei Jiang, Bradley A. Malin |
| 2007 | AMIA | A Modeling Environment for Patient Portals. | Sean Duncavage, Janos L. Mathe, Jan Werner, Bradley A. Malin, kos Ldeczi, Janos Sztipanovits |
| 2007 | MODELS | First International Workshop on the Model-Based Design of Trustworthy Health Information Systems. | kos Ldeczi, Ruth Breu, Bradley A. Malin, Janos Sztipanovits |
| 2006 | AMIA | Re-identification of Familial Database Records. | Bradley A. Malin |
| 2006 | ICDE | Composition and Disclosure of Unlinkable Distributed Databases. | Bradley A. Malin, Latanya Sweeney |
| 2005 | AMIA | A Secure Protocol to Distribute Unlinkable Health Data. | Bradley A. Malin, Latanya Sweeney |
| 2005 | ICDE | Configurable Security Protocols for Multi-party Data Analysis with Malicious Participants. | Bradley A. Malin, Edoardo M. Airoldi, Samuel Edoho-Eket, Yiheng Li |
| 2005 | KDD | Email alias detection using social network analysis. | Ralf Hlzer, Bradley A. Malin, Latanya Sweeney |
| 2002 | AMIA | Correlating web usage of health information with patient medical data. | Bradley A. Malin |
| 2002 | PSB | Inferring Genotype from Clinical Phenotype through a Knowledge Based Algorithm. | Bradley A. Malin, Latanya Sweeney |
| 2001 | AMIA | Re-identification of DNA through an automated linkage process. | Bradley A. Malin, Latanya Sweeney |
| 2000 | AMIA | Determining the identifiability of DNA database entries. | Bradley A. Malin, Latanya Sweeney |