Pathology Foundation Models

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9 papers in the last four weeks, down 18% on the four weeks before. 0.1% of all new papers.

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  1. FOCUS: A Subspecialty Foundation Model for Intraoperative Central Nervous System Pathology

    Oct 12, 2026Xing Liu, Yifan Guo, Hongtai Lv +18Pathology Foundation ModelsComputational Pathology

    Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 South Fourth Ring West Road, Fengtai District, Beijing,100070, P.R.China. · CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, No. 95 Zhongguancun East Road, Haidian District, Beijing, 100190, P.R. China. · School of Artificial Intelligence, University of Chinese Academy of Sciences, No. 1 Yanqihu East Road, Huairou District, Beijing, 101408, P.R. China. +5

  2. Scaling Multi-Teacher Distillation for Digital Pathology

    Oct 8, 2026Sofiène Boutaj, Pierre Marza, Varun Belagali +3Multi-Teacher Knowledge DistillationPathology Foundation Models

    Université Paris-Saclay, CentraleSupélec, Gustave Roussy, INSERM, IHU PRISM, Cancer Data Science Unit, France · Université Paris-Saclay, CentraleSupélec, MICS Laboratory, France · Department of Computer Science, Stony Brook University, USA

  3. One-Slide Calibration of Pathology Foundation Models

    Oct 6, 2026Ming Ren Hou, Tianyi HuangComputational PathologyPathology Foundation Models

    App-In Club · Ryquo

  4. SCALE: Synthetic Calibration via Agreement Labeling in Embedding Space

    Sep 30, 2026Wenjun Liu, Saeed HassanpourComputational PathologyPathology Foundation Models

    Department of Computer Science Dartmouth College Hanover, NH, USA · Departments of Biomedical Data Science, Computer Science, and Epidemiology Dartmouth College, Hanover, NH, USA

  5. HERO: Histology Encoder for Robust Representation in Oncology

    Sep 28, 2026Zhi Li, Eghbal Amidi, Yating Cheng +11Computational PathologyDomain Generalization

    Caris Life Sciences, Irving, TX, United States

  6. Role-Guided MOE for Encoder-Level Pathology Representation Learning in WSI Classification

    Sep 28, 2026Xinyu Ma, Xing Yang, Hongtao Jin +4Pathology Foundation ModelsMixture-of-Experts Models

    Artificial Intelligence Research Institute, Shenzhen MSU-BIT University, Shenzhen 518172, China · Shenzhen People’s Hospital, Shenzhen 518020, China

  7. Can Protein-Derived Knowledge Improve Pathology Foundation Models?

    Sep 27, 2026Di Zhang, Zhangpeng Gong, Jiashuai Liu +10Pathology Foundation ModelsComputational Pathology

    School of Computer Science and Technology, Xi’an Jiaotong University · Tsinghua Shenzhen International Graduate School, Tsinghua University · University of Cambridge +4

  8. Multimodal LLMs Outperform Pathology Foundation Models in Cross-Domain Histological Similarity

    Sep 26, 2026Yishu Zhang, Yun Li, Daiwei ZhangMultimodal RobustnessMultimodal Large Language Models

    University of North Carolina at Chapel Hill

  9. Do Center Biases Propagate? Robustness of Pathology Foundation Models in Whole-Slide Image Classification

    Sep 23, 2026Ilán Carretero, Pablo Meseguer, Rocío del Amor +1Pathology Foundation ModelsSpurious Correlation Robustness

    CVBLab, HumanTech, Universitat Politècnica de València (UPV), Valencia, Spain · Artikode Intelligence S.L., Valencia, Spain

  10. WILSON - a pathology foundation model framework for patient-level analysis and diagnostic text generation

    Sep 20, 2026Saghir Alfasly, Wataru Uegami, Sobhan Hemati +13Pathology Foundation ModelsComputational Pathology

    KIMIA Lab, Department of AI & Informatics, Mayo Clinic, Rochester, MN, USA. · Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA. · Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA. +3

  11. Conserved Immune Topology Improves Pathology Foundation Model Generalization for Cross-Cancer MSI-H Prediction

    Sep 4, 2026Dasari Naga RajuCross-Domain GeneralizationPathology Foundation Models

    Independent Researcher, Andhra Pradesh, India

  12. TAP-Path: Task-Adaptive Structural and Token Pruning for Efficient and Trustworthy Pathology Foundation Models

    Sep 3, 2026Mehedi Hasan, Ashfak Yeafi, Md Khairul IslamComputational PathologyPathology Foundation Models

    Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh · EEE, Khulna University of Engineering & Technology, Khulna, Bangladesh · Mathematics and Computer Science, Hobart and William Smith Colleges, Geneva, NY, USA

  13. Seeing Beyond the Lesion: Disease Recognition from Reactive CNS Tissue

    Sep 2, 2026Jan Schnorrenberg, Jan Ernsting, Enrico Küllenberg +3Computational PathologyPathology Foundation Models

    Institute of Neuropathology, University Hospital Münster, Münster, Germany · Institute for Geoinformatics, University of Münster, Münster, Germany · Faculty of Mathematics and Computer Science, University of Münster, Münster, Germany +2

  14. Morphology signal in whole slide image foundation models can automatically triage slides

    Sep 2, 2026Ayushi Sinha, Shashank Yadav, Benjamin Holmes +9Computational PathologyPathology Foundation Models

    Department of Radiology, Mayo Clinic, Rochester MN · Department of Radiation Oncology, Mayo Clinic, Rochester MN · AI Program, Mayo Clinic, Rochester MN +4

  15. EXPOSE: Explainable and Domain-Robust Embeddings from Pathology Vision Foundation Models using Sparse Autoencoders

    Aug 28, 2026Anja Witte, Maximilian Lennartz, Jan Baumbach +4Computational PathologyPathology Foundation Models

    Institute of Medical Systems Bioinformatics, Center for Biomedical AI (bAIome), Center for Molecular Neurobiology Hamburg (ZMNH), Hamburg Center for Translational Immunology (HCTI), University Medical Center Hamburg-Eppendorf, Hamburg, Germany · Institute of Pathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany · Institute of Computational Systems Biology, University of Hamburg, Hamburg, Germany +2

  16. VIPER: An Expert-Curated Benchmark for Vision-Language Models in Veterinary Pathology

    Aug 26, 2026Luca L. Weishaupt, Simone de Brot, Javier Asin +9VLM EvaluationComputational Pathology

    Harvard-MIT HST · Mass General Brigham · Harvard Medical School +6

  17. Towards Trustworthy Biological Alignment in TabPFN-Probed Pathology Foundation Models

    Aug 25, 2026Ushashi Bhattacharjee, Alloy Das, Saria Hannan +3Pathology Foundation ModelsGene Expression Prediction from Histopathology Images

  18. CellPath-Bench: A Multidimensional Benchmark for Whole-Slide Cellular Representations in Pathology Foundation Models

    Aug 21, 2026Bokai Zhao, Yiyang Zhang, Hanqing Chao +6Computational PathologyPathology Foundation Models

    School of Artificial Intelligence, University of Chinese Academy of Sciences. · Brainnetome Center, Institute of Automation, Chinese Academy of Sciences. · DAMO Academy, Alibaba Group. +1

  19. DistillPath: An Efficient 22M Distilled Pathology Encoder Approaching Large Foundation Model Performance

    Aug 18, 2026Ramon Kaspar, Andrey Ignatov, Valentina BoevaPathology Foundation ModelsEfficient ViTs

    Department of Computer Science, ETH Zürich, Switzerland

  20. Lymphocyte Mimicry Correction via Region-Level Tissue Reasoning and Unbalanced Optimal Transport

    Aug 17, 2026Xiang Li, Yuqi Wang, Casey C. Heirman +2Computational PathologyHistopathology Image Classification

    Department of Electrical and Computer Engineering, Duke University, US · Medical Physics Graduate Program, Duke University, US · Department of Biomedical Engineering, Duke University, US +3

  21. CytoFormer: A Molecularly Supervised Cell Foundation Model for Histopathology Cell Classification

    Aug 17, 2026Jialu Yao, Songhao Li, Alina Yu +1Histopathology Image ClassificationPathology Foundation Models

    Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA · Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA, USA · Germantown Friends School, Philadelphia, PA, USA +1

  22. From Multi-Resolution Cells to Gigapixel Whole Slide Images Foundation Model for Computational Pathology

    Aug 4, 2026Basit Alawode, Moshira Ali Abdalla, Dwarikanath Mahapatra +2Representation LearningVision Transformer

    Khalifa University of Science and Technology, UAE · University of Western Australia, Australia

  23. CorePath: A Breast-Specialized Pathology Foundation Model for Core Needle Biopsy Diagnosis and Risk-Controlled Report Generation

    Aug 4, 2026Ting Yin, Danning Li, Chen Shu +17Breast CancerMedical Report Generation

    Department of Pathology, West China Hospital, Sichuan University, Chengdu, China · Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China · The Hong Kong University of Science and Technology (Guangzhou) +7

  24. Understanding Synergistic Interactions among Pathology Foundation Models via Adaptive Fusion

    Aug 2, 2026Yuxiang Xiao, Yang Hu, Bin Li +5Computational PathologyPathology Foundation Models

    School of Computer Science and Engineering, South China University of Technology, China · School of Computing and Mathematical Sciences, University of Leicester, UK · Leicester Cancer Research Centre, University of Leicester, UK +4

  25. Harnessing Adversarial Distillation to Customise Debiased, Disease-Specific Pathology Foundation Models for Breast Cancer

    Aug 2, 2026Zhiwei Chen, Yang Hu, Yuxiang Xiao +7Computational PathologyPathology Foundation Models

    School of Computer Science and Engineering, South China University of Technology, China · School of Computing and Mathematical Sciences, University of Leicester, UK · Leicester Cancer Research Centre, University of Leicester, UK +4

  26. What Carries the Signal in Pathology Foundation-Model Atlases? A Patient-Level Controlled Benchmark in Breast Cancer

    Jul 31, 2026Chimdi Walter NdubuisiBreast CancerComputational Pathology

    Department of Electrical Engineering and Computer Science, University of Missouri, Columbia, MO 65211, USA

  27. Beyond Classification: Pathology Foundation Models as Detection Encoders for Mitotic Figures

    Jul 30, 2026Sweta Banerjee, Alireza Teimoury, Nils Porsche +11Computational PathologyPathology Foundation Models

    Flensburg University of Applied Sciences, Flensburg, Germany · Julius-Maximilians-Universität Würzburg, Würzburg, Germany · Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany +4

  28. A Distributional Robustness Margin For Pathology Foundation Models

    Jul 28, 2026Clément Grisi, Jeroen van der Laak, Geert LitjensDistribution Shift RobustnessNeural Network Robustness

    Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands

  29. Robustifying pathology foundation models via fine-tuning

    Jul 24, 2026Alexandre Filiot, Oskar Thaeter, Benoit Schmauch +1Computational PathologyFine-Tuning

    1Waiv · Institute of Pathology, Technical University of Munich · School of Computation, Information and Technology, Technical University of Munich

  30. GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis

    Jul 20, 2026Naoto Usuyama, Jeya Maria Jose Valanarasu, Sicong Yao +27Pathology Foundation ModelsOncology

    Microsoft Research · Paul G. Allen School of Computer Science and Engineering, University of Washington · Providence Genomics +2