Data-efficient and weakly supervised computational pathology on whole-slide images

• Leave No Data Behind: Exploring a new paradigm in oncology with foundation models and large language models

  2026 Cell Reports Medicine article Medicine Artificial Intelligence in Healthcare and Education Open access

  1

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• A protocol for evaluating robustness to H&E staining variation in computational pathology models

  2026 Journal of Pathology Informatics article Computer Science AI in cancer detection Open access

  0

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• Multicenter self-supervised computational pathology identifies prognostic histomorphological phenotypes in colorectal cancer

  2026 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science AI in cancer detection Open access

  0

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• Next-generation kidney tissue analysis — spatial omics and digital pathology

  2026 Nature Reviews Nephrology review Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics

  1

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• Promise and pragmatism of AI in global-scale digital pathology: pan-cancer approaches for clinical practice

  2026 Journal of Clinical Pathology article Computer Science AI in cancer detection Open access

  0

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• AI-based histopathology analysis predicts checkpoint inhibitor response in advanced melanoma and identifies patterns associated with response

  2026 European Journal of Cancer article Medicine Cancer Immunotherapy and Biomarkers Open access

  2

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• Graph neural networks for computational nephrology

  2026 Nature Reviews Nephrology article Computer Science Advanced Graph Neural Networks

  0

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• Deep Learning-Based Screening for POLE mutations on Histopathology Slides in Endometrial Cancer

  2026 medRxiv preprint Computer Science AI in cancer detection Open access

  0

  citations
• Benchmarking foundation models as feature extractors for weakly supervised computational pathology

  2025 Nature Biomedical Engineering article Computer Science AI in cancer detection Open access

  73

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• Tissue concepts: Supervised foundation models in computational pathology

  2025 Computers in Biology and Medicine article Computer Science AI in cancer detection Open access

  8

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• A Good Feature Extractor Is All You Need for Weakly Supervised Pathology Slide Classification

  2025 Lecture notes in computer science conference-paper Computer Science AI in cancer detection

  3

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• Ecologically sustainable benchmarking of AI models for histopathology

  2024 npj Digital Medicine article Engineering Green IT and Sustainability Open access

  15

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• In-context learning enables multimodal large language models to classify cancer pathology images

  2024 Nature Communications article Computer Science AI in cancer detection Open access

  156

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• Deep Learning Approach for Renal Cell Carcinoma Detection, Subtyping, And Grading

  2024 Proceedings - International Conference on Image Processing conference-paper Computer Science AI in cancer detection

  4

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• Deep Learning–Based Classification of Early-Stage Mycosis Fungoides and Benign Inflammatory Dermatoses on H&E-Stained Whole-Slide Images: A Retrospective, Proof-of-Concept Study

  2024 Journal of Investigative Dermatology article Computer Science AI in cancer detection Open access

  7

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• From whole-slide image to biomarker prediction: end-to-end weakly supervised deep learning in computational pathology

  2024 Nature Protocols article Computer Science AI in cancer detection

  105

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• Reconstruction of patient-specific confounders in AI-based radiologic image interpretation using generative pretraining

  2024 Cell Reports Medicine article Computer Science Explainable Artificial Intelligence (XAI) Open access

  10

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• Developing a low-cost, open-source, locally manufactured workstation and computational pipeline for automated histopathology evaluation using deep learning

  2024 EBioMedicine article Computer Science AI in cancer detection Open access

  17

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• Next-generation lung cancer pathology: Development and validation of diagnostic and prognostic algorithms

  2024 Cell Reports Medicine article Computer Science AI in cancer detection Open access cited by 1 patent

  29

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• Decoding pathology: the role of computational pathology in research and diagnostics

  2024 Pflügers Archiv - European Journal of Physiology article Computer Science AI in cancer detection Open access

  21

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• Pan-cancer image-based detection of clinically actionable genetic alterations

  2020 Nature Cancer article Computer Science AI in cancer detection Open access cited by 6 patents

  699

  citations

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