Longitudinal EHR Modeling

EHR: Electronic Health Record

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16 papers in the last four weeks, up 433% on the four weeks before. 0.2% of all new papers.

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  1. SepsisLens: Structure-Preserving Sequence Modelling for Decomposable Early Sepsis Warning

    Oct 6, 2026Yikun Ou, Wei LiInterpretable MLClinical Prediction

    School of Computer Science, University of Sydney Sydney, Australia

  2. HyperNSDE: Personalized Neural SDEs for Joint Static-Longitudinal Clinical Data Generation

    Oct 5, 2026Perrine Chassat, Agathe GuillouxStochastic Differential EquationsSynthetic Data Generation

    Inria, Université Paris Cité, Inserm, HeKA F-75015 Paris, France

  3. Auditable Clinical Timeline Reconstruction with Provenance-Aware Evidence Graphs

    Oct 5, 2026Judith Jeyafreeda AndrewData ProvenanceClinical QA

    Public Health Unit, Medical Information Department, Bordeaux University Hospital (CHU Bordeaux), Bordeaux, France.

  4. LifeLong Digital Twin: A Unified Modeling Paradigm and Agent Harness for Event-Driven Lifelong Health State Trajectories

    Oct 4, 2026Jin Jiang, Sean Yates, Jasper Chong +4Clinical PredictionDigital Twins

    Peking University · VITA-Med Group

  5. Bridging the EHR Divide: Asymmetric Contrastive Learning for Cross-National Medical Representation Transfer

    Oct 4, 2026Qingyang ZhangCross-Domain Transfer LearningLongitudinal EHR Modeling

    Information Networking Institute Carnegie Mellon University Pittsburgh, United States

  6. GLoC-EHR: Evidence-Cited Clinical Reasoning over Global Context and Local EHR Events

    Oct 1, 2026Chaiho Shin, Kwangsoo KimEvidence-Grounded ReasoningClinical Outcome Prediction

    Interdisciplinary Program of Medical Informatics, Seoul National University College of Medicine · Department of Transdisciplinary Medicine, Seoul National University Hospital · Center for Data Science, Healthcare AI Research Institute, Seoul National University Hospital +1

  7. OverdoseMoE: A Multi-Expert Framework for Opioid Overdose Risk Prediction

    Sep 30, 2026Mingchen Li, Rohan Pandey, Junhui Qian +3Mixture of ExpertsLongitudinal EHR Modeling

    Manning College of Information and Computer Sciences, UMass Amherst, Amherst, MA, USA · Center for Healthcare Organization and Implementation Research, VA Bedford Health Care, Bedford, MA, USA · Miner School of Computer and Information Sciences, UMass Lowell, Lowell, MA, USA

  8. CAMOS: Coupled Oscillatory State-Space Model for Multimodal Clinical Time-Series

    Sep 30, 2026Maxx Richard Rahman, Mostafa Hammouda, Wolfgang MaassIrregular Time-Series ModelingMissing-Modality Learning

    Saarland University and German Research Center for Artificial Intelligence (DFKI) Saarbrücken, Germany · Saarland University Saarbrücken, Germany

  9. Personalized State-Transition-Aware Memory for Clinical Agents

    Sep 29, 2026Maryam Haghifam, Zahra Rajabi, Yizhou Sun +1LLM Agent MemoryState Tracking

    Department of Computer Science, University of California, Los Angeles, CA, USA · Optum AI, UnitedHealth Group, Minneapolis, MN, USA

  10. ReLMem: Learning Recurrent Memory for Longitudinal EHR Modeling

    Sep 29, 2026Zijie Meng, Xiwei Dai, Yingying Zhang +3Memory-Augmented Language ModelsClinical Prediction

    Zhejiang University · Tencent Jarvis Lab

  11. Admissible Diffusion for Multimodal Interventional Trajectories

    Sep 28, 2026Xing Han, Shravan Chaudhari, Jiarui Shao +2Constrained Generative ModelingCausal Inference

    Johns Hopkins University · Massachusetts Institute of Technology · Bayesian Health

  12. EHRAdapt: Adapting Pretrained Language Models to Electronic Health Records with Semantic Priors for Rare Clinical Events

    Sep 27, 2026Andre R Goncalves, Vincent Liu, Priyadip RayLong-Tail LearningAdapter Tuning

    Lawrence Livermore National Laboratory · Kaiser Permanente

  13. Pretrained Medical Representations for the Practical Screening of Drug Repositioning Candidates

    Sep 17, 2026Yuhei Fujioka, Daitaro Misawa, Shingo FukumaRepresentation LearningHierarchical Representation Learning

    Cancerscan Inc., Tokyo, Japan · Kyoto University, Graduate School of Medicine, Kyoto, Japan · Hiroshima University, Graduate School of Biomedical and Health Sciences, Hiroshima, Japan

  14. CliniCIRCA: A Modular LLM Framework for Constructing Longitudinal Mental Health Patient Journeys from Raw EHR Narratives

    Sep 17, 2026Aiwei Ivy Zhang, Nimra Ishfaq, Mohit Chandra +5Temporal Reasoning in Language ModelsMental Health

    Georgia Institute of Technology · University of Texas at Austin · Northwell Health

  15. EviGen: Predictive Evidence Scaffolding for Verifiable Clinical Rationale Generation

    Sep 16, 2026Fengnan Li, Heman Burre, Liwen Sun +2LLM Answer VerificationClinical Outcome Prediction

    Duke University

  16. Rethinking How We Evaluate Methodological Progress in Health AI

    Sep 16, 2026Florent Pollet, Matthew McDermottML ReproducibilityLongitudinal EHR Modeling

    Department of Biomedical Informatics, Columbia University

  17. Reinforcement Learning over Patient Trajectories for Clinical Reasoning in EHR Foundation Models

    Sep 14, 2026Yuxin Xiao, Sheng Zhang, Chandan Singh +4Reinforcement LearningClinical Outcome Prediction

    MIT · Microsoft Research

  18. Anchoring Clinical Events in Time: UID-Preserving Multimodal Reconstruction and Source-Grounded Adjudication

    Sep 14, 2026Sayantan Kumar, Nicolas Grimaldi, Jack Cummins +1Multimodal GroundingDocument Information Extraction

    National Library of Medicine, National Institutes of Health, USA · Princeton University, USA

  19. NOAH: Learning the Full Patient Journey. A Longitudinal Multimodal Time-Aware Model for Representation and Forecasting

    Sep 8, 2026Tobias Susetzky, Raphael Rehms, Dmitrii Seletkov +5Irregular Time-Series ModelingClinical Prediction

    Chair for AI in Healthcare and Medicine, TUM University Hospital and Technical University of Munich (TUM), Munich, Germany · Institute for Diagnostic and Interventional Radiology, TUM University Hospital, Munich, Germany · Munich Center for Machine Learning (MCML), Munich, Germany +3

  20. Import What You Need: Learning When and How to Augment EHR Graphs with External Knowledge

    Sep 1, 2026Chen Chen, Mohsen Nayebi Kerdabadi, Dongjie Wang +2Graph Structure LearningLongitudinal EHR Modeling

    Electrical Engineering and Computer Science, University of Kansas, USA · Health Outcomes and Biomedical Informatics, University of Florida, USA

  21. Random Hazard Forests

    Aug 21, 2026Hemant Ishwaran, Eileen M. Hsich, Udaya B. Kogalur +1Irregular Time-Series ModelingSurvival Analysis

    Division of Biostatistics, Department of Public Health Sciences, Miller School of Medicine, University of Miami · Heart and Vascular Institute, Cleveland Clinic; Cardiology Division, Intermountain Health · Kogalur & Company, Inc. +1

  22. Intervention-Aware Clinical World Model for Post-Op Outcome Forecasting in Cardiology

    Aug 13, 2026Yunsung Chung, Yingshuo Liu, Abboud F. Hassan +4Irregular Time-Series ModelingClinical Outcome Prediction

    Tulane University, New Orleans, LA 70118, USA · Simula Research Laboratory, Oslo, Norway

  23. QuanTiMedAI: Quantum-Enhanced Time-Series Model guided by Agentic AI for Cardiac Arrest Mortality Prediction

    Aug 6, 2026Mutasim Fuad Sarker, Adiba Rahman Namira, Wafa Binte Alam +3Hybrid Quantum-Classical MLLongitudinal EHR Modeling

    Dept. of ECE North South University, Dhaka, Bangladesh · Dept. of ECE Memorial University, St. John’s, NL, Canada

  24. MiGHT-EHR: A Multi-task Graph Transformer for Heterogeneous Temporal Electronic Health Records

    Aug 5, 2026Anirudh Rayas, Yuan Wang, Pavan TuragaHeterogeneous GNNsClinical Decision Support

    Arizona State University, Tempe, AZ, USA · University of South Carolina, Columbia, SC, USA

  25. Patients-like-me: A Variational LM--GNN Framework for Explainable Clinical Prediction

    Aug 4, 2026Xinyu Wang, Yixuan Li, Hanwei Wu +4Graph Neural NetworksClinical Outcome Prediction

    1McGill University · 2Université de Montréal · 3Georgia State University +1

  26. Federated generative event models for tokenized electronic health records

    Aug 3, 2026Michael C. Burkhart, Luke Solo, Inhyeok Lee +8Clinical Outcome PredictionGenerative Modeling

    Department of Medicine, University of Chicago, Chicago, Illinois, USA · Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA

  27. CT-HEG: A Bidirectional, Timestamp-Attributed Event Graph for ICU In-Hospital Mortality Prediction - An Architectural Ablation Study

    Aug 1, 2026Mohammad Nasir Uddin, Rahnuma Tabassum Orpita, Asaduzzaman Anik +4Heterogeneous GNNsLongitudinal EHR Modeling

    College of Business, DBA-BIDA, Westcliff University, Los Angeles, CA, USA · Dept. of CSE, Northern University Bangladesh, Dhaka, Bangladesh · MBA, Business Administration & Management, Stanton University, Anaheim, CA, USA +2

  28. DRIFT: Direct-Recursive Intervention-Conditioned Forecasting of ICU Physiological Trajectories

    Jul 28, 2026Weixin Liu, Juming Xiong, Congning Ni +4Multivariate Time Series ForecastingTime Series Forecasting

    Vanderbilt University, Nashville, Tennessee, USA · Vanderbilt University Medical Center, Nashville, Tennessee, USA

  29. Contrastive Representation Learning of Longitudinal Disease Trajectories on Temporal Graphs

    Jul 28, 2026Bastian PfeiferTemporal GNNsGraph Contrastive Learning

    Institute for Medical Informatics, Statistics and Documentation · Medical University Graz · Graz, Austria

  30. Medical world models in healthcare: foundations, applications, and challenges for trustworthy clinical translation

    Jul 28, 2026Zhaoyan Chen, Zhongxiu Cong, Zhuanfeng Jin +7World Model LearningLongitudinal EHR Modeling

    National and Local Joint Engineering Laboratory of Computer Aided Design, School of Software Engineering, Dalian University, Dalian, China · Department of Radiology, Xinhua Hospital Affiliated to Dalian University, Dalian, China · The Chinese University of Hong Kong, Shenzhen, China +3