GC
Greg S. Corrado
cs.LGcs.CVcs.AIArtificial Intelligencecs.CLDeep Learningeess.IVDermatologycs.CYAlgorithms
On Valency
published · living versionsW_mnxekqpq·v1 · currentpublished
Zero-Shot Learning by Convex Combination of Semantic Embeddings
with Mohammad Norouzi, Tomas Mikolov, Samy Bengio, Yoram Singer +3
1 version
Preprints & journals
126 papers in the corpus · 2004–2026Consumer Understanding of Skin Concerns With an AI-Powered Informational Tool.41984449 · Sayres, Rory, Jain, Ayush, Venkatraman, Maya et al.2026 · 0 citationsJAMA dermatology. 2026;162(6):591-598
General Geospatial Inference with a Population Dynamics Foundation Model2411.07207v6 · Mohit Agarwal, Mimi Sun, Chaitanya Kamath et al.2024 · 3 citationsarXiv
PolyPath: Adapting a Large Multimodal Model for Multislide Pathology Report Generation.40939815 · Ahmed, Faruk, Yang, Lin, Jaroensri, Tiam et al.2025 · 4 citationsModern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc. 2025;38(11):100886
A personal health large language model for sleep and fitness coaching.40813712 · Khasentino, Justin, Belyaeva, Anastasiya, Liu, Xin et al.2025 · 46 citationsNature medicine. 2025;31(10):3394-3403
Publisher Correction: Large language models encode clinical knowledge.37500979 · Singhal, Karan, Azizi, Shekoofeh, Tu, Tao et al.2025 · 101 citationsNature. 2023;620(7973):E19
Closing the AI generalisation gap by adjusting for dermatology condition distribution differences across clinical settings.40460693 · Rikhye, Rajeev V, Loh, Aaron, Hong, Grace Eunhae et al.2025 · 5 citationsEBioMedicine. 2025;116:105766
Towards accurate differential diagnosis with large language models.40205049 · McDuff, Daniel, Schaekermann, Mike, Tu, Tao et al.2025 · 288 citationsNature. 2025;642(8067):451-457
Towards conversational diagnostic artificial intelligence.40205050 · Tu, Tao, Schaekermann, Mike, Palepu, Anil et al.2025 · 327 citationsNature. 2025;642(8067):442-450
Addendum: International evaluation of an AI system for breast cancer screening.33057216 · McKinney, Scott Mayer, Sieniek, Marcin, Godbole, Varun et al.2025 · 41 citationsNature. 2020;586(7829):E19
Toward expert-level medical question answering with large language models.39779926 · Singhal, Karan, Tu, Tao, Gottweis, Juraj et al.2025 · 958 citationsNature medicine. 2025;31(3):943-950
Evaluating AI systems under uncertain ground truth: a case study in dermatology2307.02191v2 · David Stutz, Ali Taylan Cemgil, Abhijit Guha Roy et al.2023 · 4 citationsarXiv
Differences Between Patient and Clinician-Taken Images: Implications for Virtual Care of Skin Conditions.40206682 · Rikhye, Rajeev V, Hong, Grace Eunhae, Singh, Preeti et al.2025 · 5 citationsMayo Clinic proceedings. Digital health. 2024;2(1):107-118
Triaging mammography with artificial intelligence: an implementation study.39881074 · Friedewald, Sarah M, Sieniek, Marcin, Jansen, Sunny et al.2025 · 18 citationsBreast cancer research and treatment. 2025;211(1):1-10
Performance of a Deep Learning Diabetic Retinopathy Algorithm in India.40105843 · Brant, Arthur, Singh, Preeti, Yin, Xiang et al.2025 · 21 citationsJAMA network open. 2025;8(3):e250984
PolyPath: Adapting a Large Multimodal Model for Multi-slide Pathology Report Generation2502.10536v1 · Faruk Ahmed, Lin Yang, Tiam Jaroensri et al.2025 · 1 citationarXiv
Prospective Multi-Site Validation of AI to Detect Tuberculosis and Chest X-Ray Abnormalities.39823016 · Kazemzadeh, Sahar, Kiraly, Atilla P, Nabulsi, Zaid et al.2025 · 20 citationsNEJM AI. 2024;1(10)
Crowdsourcing Dermatology Images with Google Search Ads: Creating a Real-World Skin Condition Dataset2402.18545v1 · Abbi Ward, Jimmy Li, Julie Wang et al.2024 · 24 citationsJAMA Network Open (2024)
Searching for Dermatology Information Online using Images vs Text: a Randomized Study10.1101/2024.10.25.24316155v1 · Krogue, J. D., Sayres, R., Hartford, J. et al.2024 · 3 citationsmedRxiv
A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models2403.12025v2 · Stephen R. Pfohl, Heather Cole-Lewis, Rory Sayres et al.2024 · 105 citationsNature Medicine (2024)
Using generative AI to investigate medical imagery models and datasets2306.00985v2 · Oran Lang, Doron Yaya-Stupp, Ilana Traynis et al.2023 · 60 citationsEBioMedicine 102 (2024)
PathAlign: A vision-language model for whole slide images in histopathology2406.19578v1 · Faruk Ahmed, Andrew Sellergren, Lin Yang et al.2024 · 2 citationsarXiv
Towards a Personal Health Large Language Model2406.06474v1 · Justin Cosentino, Anastasiya Belyaeva, Xin Liu et al.2024 · 14 citationsarXiv
Predicting cardiovascular disease risk using photoplethysmography and deep learning.38833495 · Weng, Wei-Hung, Baur, Sebastien, Daswani, Mayank et al.2024 · 32 citationsPLOS global public health. 2024;4(6):e0003204
Capabilities of Gemini Models in Medicine2404.18416v2 · Khaled Saab, Tao Tu, Wei-Hung Weng et al.2024 · 98 citationsarXiv
Assistive AI in Lung Cancer Screening: A Retrospective Multinational Study in the United States and Japan.38477661 · Kiraly, Atilla P, Cunningham, Corbin A, Najafi, Ryan et al.2024 · 14 citationsRadiology. Artificial intelligence. 2024;6(3):e230079
Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study.38685924 · Schaekermann, Mike, Spitz, Terry, Pyles, Malcolm et al.2024 · 34 citationsEClinicalMedicine. 2024;70:102479
HeAR -- Health Acoustic Representations2403.02522v1 · Sebastien Baur, Zaid Nabulsi, Wei-Hung Weng et al.2024 · 9 citationsarXiv
Closing the AI generalization gap by adjusting for dermatology condition distribution differences across clinical settings2402.15566v1 · Rajeev V. Rikhye, Aaron Loh, Grace Eunhae Hong et al.2024 · 0 citationsarXiv
An intentional approach to managing bias in general purpose embedding models.38278614 · Weng, Wei-Hung, Sellergen, Andrew, Kiraly, Atilla P et al.2024 · 17 citationsThe Lancet. Digital health. 2024;6(2):e126-e130
Three Epochs of Artificial Intelligence in Health Care.38227029 · Howell, Michael D, Corrado, Greg S, DeSalvo, Karen B2024 · 178 citationsJAMA. 2024;331(3):242-244
Towards Conversational Diagnostic AI2401.05654v1 · Tao Tu, Anil Palepu, Mike Schaekermann et al.2024 · 101 citationsarXiv
Risk Stratification for Diabetic Retinopathy Screening Order Using Deep Learning: A Multicenter Prospective Study.38079169 · Bora, Ashish, Tiwari, Richa, Bavishi, Pinal et al.2023 · 15 citationsTranslational vision science & technology. 2023;12(12):11
Towards Accurate Differential Diagnosis with Large Language Models2312.00164v1 · Daniel McDuff, Mike Schaekermann, Tao Tu et al.2023 · 288 citationsarXiv
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology2310.13259v1 · Jeremy Lai, Faruk Ahmed, Supriya Vijay et al.2023 · 4 citationsarXiv
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders2308.01317v2 · Shawn Xu, Lin Yang, Christopher Kelly et al.2023 · 18 citationsarXiv
Large language models encode clinical knowledge.37438534 · Singhal, Karan, Azizi, Shekoofeh, Tu, Tao et al.2023 · 4,033 citationsNature. 2023;620(7972):172-180
Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians.37460754 · Dvijotham, Krishnamurthy Dj, Winkens, Jim, Barsbey, Melih et al.2023 · 119 citationsNature medicine. 2023;29(7):1814-1820
Towards Generalist Biomedical AI2307.14334v1 · Tao Tu, Shekoofeh Azizi, Danny Driess et al.2023 · 27 citationsarXiv
Multimodal LLMs for health grounded in individual-specific data2307.09018v2 · Anastasiya Belyaeva, Justin Cosentino, Farhad Hormozdiari et al.2023 · 61 citationsarXiv
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging.37291435 · Azizi, Shekoofeh, Culp, Laura, Freyberg, Jan et al.2023 · 256 citationsNature biomedical engineering. 2023;7(6):756-779
Lessons learned from translating AI from development to deployment in healthcare.37248297 · Widner, Kasumi, Virmani, Sunny, Krause, Jonathan et al.2023 · 68 citationsNature medicine. 2023;29(6):1304-1306
Towards Expert-Level Medical Question Answering with Large Language Models2305.09617v1 · Karan Singhal, Tao Tu, Juraj Gottweis et al.2023 · 335 citationsarXiv
Predicting Cardiovascular Disease Risk using Photoplethysmography and Deep Learning2305.05648v1 · Wei-Hung Weng, Sebastien Baur, Mayank Daswani et al.2023 · 32 citationsarXiv
A deep learning model for novel systemic biomarkers in photographs of the external eye: a retrospective study.36966118 · Babenko, Boris, Traynis, Ilana, Chen, Christina et al.2023 · 42 citationsThe Lancet. Digital health. 2023;5(5):e257-e264
Predicting lymph node metastasis from primary tumor histology and clinicopathologic factors in colorectal cancer using deep learning.37095223 · Krogue, Justin D, Azizi, Shekoofeh, Tan, Fraser et al.2023 · 36 citationsCommunications medicine. 2023;3(1):59
Pathologist Validation of a Machine Learning-Derived Feature for Colon Cancer Risk Stratification.36917112 · L'Imperio, Vincenzo, Wulczyn, Ellery, Plass, Markus et al.2023 · 62 citationsJAMA network open. 2023;6(3):e2254891
Large Language Models Encode Clinical Knowledge2212.13138v1 · Karan Singhal, Shekoofeh Azizi, Tao Tu et al.2022 · 4,033 citationsarXiv
Deep Learning Detection of Active Pulmonary Tuberculosis at Chest Radiography Matched the Clinical Performance of Radiologists.36066366 · Kazemzadeh, Sahar, Yu, Jin, Jamshy, Shahar et al.2022 · 88 citationsRadiology. 2023;306(1):124-137
Artificial intelligence for phase recognition in complex laparoscopic cholecystectomy.35941306 · Golany, Tomer, Aides, Amit, Freedman, Daniel et al.2022 · 61 citationsSurgical endoscopy. 2022;36(12):9215-9223
Deep learning models for histologic grading of breast cancer and association with disease prognosis.36192400 · Jaroensri, Ronnachai, Wulczyn, Ellery, Hegde, Narayan et al.2022 · 88 citationsNPJ breast cancer. 2022;8(1):113
Career total: 142 works. 126 are in this corpus.Showing the 50 most recent.
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