医学 AI

PRISM2: Unlocking Multi-Modal General Pathology AI with Clinical Dialogue

Eugene Vorontsov, George Shaikovski, Adam Casson, Julian Viret, Eric Zimmermann, Neil Tenenholtz, Yi Kan Wang, Jan H. Bernhard, Ran A. Godrich, Juan A. Retamero, Jinru Shia, Mithat Gonen, Martin R. Weiser, David S. Klimstra, Razik Yousfi, Nicolo Fusi, Thomas J. Fuchs, Kristen Severson, Siqi Liu

机构 * Paige, NYC, NY United States（美国纽约市帕伊公司） ； Microsoft Research, Cambridge, MA United States（微软研究院） ； Memorial Sloan Kettering Cancer Center, NYC, NY United States（纪念斯隆凯特林癌症中心） ； University of Yale, New Haven, CT United States（耶鲁大学） 纠错

专题命中 病理影像 ：pathology(title,abstract)；分类 cs.CV

Knowledge Elicitation with Large Language Models for Interpretable Cancer Stage Identification from Pathology Reports

Yeawon Lee, Christopher C. Yang, Chia-Hsuan Chang, Grace Lu-Yao

专题命中 病理影像 ：pathology(title,abstract)

MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification

Anh-Tien Nguyen, Duy Minh Ho Nguyen, Nghiem Tuong Diep, Trung Quoc Nguyen, Nhat Ho, Jacqueline Michelle Metsch, Miriam Cindy Maurer, Daniel Sonntag, Hanibal Bohnenberger, Anne-Christin Hauschild

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV、cs.LG

Comments Published in Transactions on Machine Learning Research (09/2025)

Journal ref Transactions on Machine Learning Research (09/2025)

Robust Atypical Mitosis Classification with DenseNet121: Stain-Aware Augmentation and Hybrid Loss for Domain Generalization

Adinath Dukre, Ankan Deria, Yutong Xie, Imran Razzak

机构 * Mohamed Bin Zayed University of Artificial Intelligence（Mohamed Bin Zayed人工智能大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments MIDOG 2025 MICCAI Workshop accepted

Hyperparameter Optimization and Reproducibility in Deep Learning Model Training

Usman Afzaal, Ziyu Su, Usama Sajjad, Hao Lu, Mostafa Rezapour, Metin Nafi Gurcan, Muhammad Khalid Khan Niazi

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

SurGen: 1020 H&E-stained Whole Slide Images With Survival and Genetic Markers

Craig Myles, In Hwa Um, Craig Marshall, David Harris-Birtill, David J. Harrison

机构 * School of Computer Science University of St Andrews（计算机科学学院圣安德鲁大学） ； School of Medicine University of St Andrews（医学学院圣安德鲁大学） ； Lothian Biorepository NHS Lothian（洛锡安生物库NHS洛锡安） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments To download the dataset, see https://doi.org/10.6019/S-BIAD1285. See https://github.com/CraigMyles/SurGen-Dataset for GitHub repository and additional info

Journal ref GigaScience, Volume 14, 2025, giaf086

Exploring Large Language Models for Detecting Mental Disorders

Gleb Kuzmin, Petr Strepetov, Maksim Stankevich, Natalia Chudova, Artem Shelmanov, Ivan Smirnov

机构 * AIRI ； ISP RAS Research Center for Trusted Artificial Intelligence（俄罗斯科学院信息与系统研究信任人工智能研究中心） ； FRC CSC RAS（俄罗斯科学院应用数学与计算机科学研究所） ； MIPT（米哈伊尔·伊万诺维奇·普京高等经济学院） ； RUDN University（俄罗斯人民友谊大学） ； MBZUAI（马斯喀特大学人工智能研究所） 纠错

专题命中 病理影像 ：pathology(abstract)

Comments Accepted to EMNLP 2025