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38 papers in the last four weeks, up 41% on the four weeks before. 0.3% of all new papers.

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  1. MedBeads: An AI-Native Clinical Context Graph Built from Immutable Beads and Reconstructable Clinical Links

    Feb 1, 2026Takahito NakajimaKG ConstructionLLM Grounding

    Diagnostic Imaging and Interventional Radiology, Institute of Medicine, University of Tsukuba · Center for Cyber Medicine Research, University of Tsukuba

  2. MedAD-R1: Consistency-Reinforced Policy Optimization for Interpretable Medical Anomaly Detection

    Feb 1, 2026Haitao Zhang, Yingying Wang, Jiaxiang Wang +5HealthcareGroup Relative Policy Optimization

    School of Informatics, Xiamen University · Institute of Artificial Intelligence, Xiamen University · Zhejiang Expressway Co., Ltd. +3

  3. Health-ORSC-Bench: A Benchmark for Measuring Over-Refusal and Safety Completion in Health Context

    Jan 25, 2026Zhihao Zhang, Liting Huang, Guanghao Wu +3LLM Safety BenchmarksLanguage Model Safety Evaluation

    Macquarie University1 · UTS2 · MBZUAI3 +1

  4. SycoEval-EM: Sycophancy Evaluation of Large Language Models in Simulated Clinical Encounters for Emergency Care

    Jan 23, 2026Dongshen Peng, Yi Wang, Austin Schoeffler +5LLM SycophancyLanguage Model Safety Evaluation

    UNC Chapel Hill · University of Waterloo · Stanford University

  5. LifeAgentBench: Benchmarking LLMs for Long-Horizon, Cross-Dimensional Lifestyle Health Reasoning

    Jan 20, 2026Ye Tian, Zihao Wang, Onat Gungor +2HealthcareLong-Horizon Agent Evaluation

    University of California San Diego, La Jolla, CA, USA · Google Research, Mountain View, CA, USA

  6. EpiQAL: Benchmarking Large Language Models in Epidemiological Question Answering and Reasoning

    Jan 6, 2026Mingyang Wei, Dehai Min, Zewen Liu +8LLM EvaluationHealthcare

    1Emory University · University of Illinois Chicago · 3Microsoft

  7. MAPLE: Medical Aspect-Based Summarization with Phrase-Level Evidence

    Jan 6, 2026Bohao Chu, Hendrik Damm, Tabea M. G. Pakull +5HealthcareText Summarization

    University of Duisburg-Essen · University of Applied Sciences and Arts Dortmund · University Hospital Essen +1

  8. ELF: A Family of Encoder-Free ECG-Language Models

    Jan 5, 2026William Han, Tony Chen, Chaojing Duan +6HealthcareElectrocardiography

    Carnegie Mellon University, USA · Allegheny Health Network, USA · University of California, Los Angeles, USA +1

  9. Safety boundary maintenance in consumer AI systems responding to pediatric health queries: a cross-platform benchmark evaluation under naturalistic and adversarially pressured conditions

    Dec 26, 2025Vahideh Zolfaghari, Leila Mashhadi, Mitra Ahadi +2HealthcareLLM Safety

    Medical Sciences Education Research Center, Mashhad University of Medical Sciences, Mashhad, Iran. · Student Research Committee, Department of Health Information Technology and Management, Medical Informatics, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran. · Department of Anesthesiology and Intensive Care, Mashhad University of Medical Sciences, Mashhad, Iran. +2

  10. Context-Aware Classification and Grading of Sensitive Information in Online Conversational Health Data

    Dec 25, 2025Yiwei Yan, Guanfeng LiuHealthcareText Classification

    School of Computing, Macquarie University, Australia

  11. Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning

    Dec 16, 2025Yankai Jiang, Yujie Zhang, Peng Zhang +5Image SegmentationTool Use in VLMs

    Zhejiang University · Shanghai Artificial Intelligence Laboratory · Shanghai Innovation Institute +5

  12. CLARITY: Medical World Model for Guiding Treatment Decisions by Modeling Context-Aware Disease Trajectories in Latent Space

    Dec 8, 2025Tianxingjian Ding, Yuanhao Zou, Chen Chen +2HealthcareClinical Decision Support

    Institute of Artificial Intelligence, University of Central Florida

  13. JEEVHITAA -- An HCAI Ecosystem to Support Collective Care

    Dec 6, 2025Shyama Sastha Krishnamoorthy Srinivasan, Harsh Pala, Mohan Kumar +1HealthcareClinical Decision Support

    IIIT-Delhi New Delhi, India · RIT, NY Rochester, New York, US

  14. Multilingual Medical Reasoning for Question Answering with Large Language Models

    Dec 5, 2025Pietro Ferrazzi, Aitor Soroa, Rodrigo AgerriKnowledge Augmentation for Language ModelsHealthcare

    Fondazione Bruno Kessler, Trento, Italy · HiTZ Center - Ixa, University of the Basque Country EHU, Spain

  15. 6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models

    Dec 3, 2025Leon Mayer, Piotr Kalinowski, Caroline Ebersbach +6VLM EvaluationVLM Robustness

    German Cancer Research Center (DKFZ) Heidelberg, Division of Intelligent Medical Systems, Germany. · Medical Faculty, Heidelberg University, Germany. · Faculty of Mathematics and Computer Science, Heidelberg University, Germany. +9

  16. First, do NOHARM: a medical safety benchmark and randomized study of physician and AI teaming on clinical consultations

    Dec 1, 2025David Wu, Fateme Nateghi Haredasht, Saloni Kumar Maharaj +54HealthcareClinical Decision Support

  17. Generalised Medical Phrase Grounding

    Nov 30, 2025Wenjun Zhang, Shekhar S. Chandra, Aaron NicolsonRadiology VLMsHealthcare

    The University of Queensland, Brisbane, Australia · Australian e-Health Research Centre, CSIRO Health and Biosecurity, Australia

  18. Auditable Context-Aware HFMD Forecasting with Structured LLM Agents

    Nov 28, 2025Joongwon Chae, Runming Wang, Chen Xiong +5Epidemic ForecastingExplainable Time Series Forecasting

    Institute of Biomedicine and Health Engineering, Tsinghua Shenzhen International Graduate School (SIGS), Tsinghua University, Shenzhen, China · The First Hospital of Hebei Medical University, Shijiazhuang, China · The Fifth Affiliated Hospital of Wenzhou Medical University, Lishui 323000, China +1

  19. MedBayes-Lite: A Clinical Uncertainty Governance Layer for Risk-Aware Medical Decision Support

    Nov 20, 2025Elias Hossain, Md Mehedi Hasan Nipu, Maleeha Sheikh +5Selective PredictionHealthcare

    College of Engineering and Computer Science, University of Central Florida, Orlando, FL 32816, USA · Department of Computer Science and Engineering, North South University, Dhaka 1229, Bangladesh · Department of Electrical and Computer Engineering, Purdue University Fort Wayne, Fort Wayne, IN 46805, USA +4

  20. Generative AI Purpose-built for Social and Mental Health: A Real-World Pilot

    Nov 12, 2025Thomas D. Hull, Lizhe Zhang, Caitlin A. Stamatis +2HealthcareMental Health

    Slingshot AI · CREATIV Lab, Department of Psychiatry and Behavioral Sciences, University of Washington · Department of Psychiatry, NYU School of Medicine +1

  21. Towards Cellular-Scale Interpretability in Pathology Foundation Models for Biomarker Assessment

    Nov 7, 2025Jingsong Liu, Han Li, Zhengyang Xu +19Computational PathologyHealthcare

    Institute of Pathology, Technical University of Munich, Munich, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Munich Data Science Institute (MDSI), Munich, Germany +6

  22. AyurParam: A State-of-the-Art Bilingual Language Model for Ayurveda

    Nov 4, 2025Sravan Gorugantu, Mohd Nauman, Vijay Devane +7Medical LLMsHealthcare

    BharatGen Team

  23. An Explanation-oriented Inquiry Dialogue Game for Expert Collaborative Recommendations

    Nov 3, 2025Qurat-ul-ain Shaheen, Katarzyna Budzynska, Carles SierraExplainable Artificial IntelligenceHealthcare

    IIIA, CSIC, Barcelona, Spain · Software Competence Centre Hagenberg, Hagenberg, Austria · Laboratory of The New Ethos, Faculty of Administration and Social Sciences, Warsaw University of Technology, Warsaw, Poland

  24. MedRECT: A Bilingual Medical Reasoning Benchmark for Error Correction in Clinical Texts

    Nov 1, 2025Naoto Iwase, Hiroki Okuyama, Junichiro IwasawaMultilingual Language Model EvaluationHealthcare

    Preferred Networks, Inc., Tokyo, Japan · School of Medicine, Nagoya University, Nagoya, Japan

  25. MedForj: An open, large-scale foundational generative prior for high-resolution 3D brain MRI

    Oct 29, 2025Samuel W. Remedios, Aaron Carass, Jerry L. Prince +1Flow MatchingHealthcare

    Image Analysis and Communications Laboratory, Johns Hopkins University · Department of Neurology, Johns Hopkins Hospital

  26. Zoom In Disparities in Healthcare LLM Q&A

    Oct 20, 2025Ipek Baris Schlicht, Burcu Sayin, Zhixue Zhao +5Multilingual Language Model EvaluationKnowledge Augmentation for Language Models

    Universitat Politècnica de València, Valencia, Spain · University of Trento, Trento, Italy · University of Sheffield, Sheffield, UK +5

  27. A global log for medical AI

    Oct 5, 2025Ayush Noori, Aaron E. Boussina, Hai Ho Bich +48Algorithmic AuditingHealthcare

  28. Revisiting Performance Claims for Chest X-Ray Models Using Clinical Context

    Sep 24, 2025Andrew Wang, Jiashuo Zhang, Michael OberstChest X-Ray ClassificationDistribution Shift

    Brown University · Johns Hopkins University

  29. Privacy-Preserving Generation of Clinical Narratives from Medical Terminologies

    Sep 13, 2025Yuping Wu, Viktor Schlegel, Warren Del-Pinto +11Medical Report GenerationHealthcare

    Univeristy of Manchester · Imperial College London, Imperial Global Singapore · Khoo Teck Puat Hospital, Singapore +2

  30. General Demographic Pre-trained Models for Enhancing Predictive Performance Across Diseases and Population

    Sep 9, 2025Li-Chin Chen, Ji-Tian Sheu, Yuh-Jue ChuangHealthcareRepresentation Learning

    Data Analytics and Digital Transformation Research Center National Taiwan University Taipei, Taiwan · Department of Health Care Management Chang Gung University Taoyuan, Taiwan