医学 AI

Diffusion^2: Turning 3D Environments into Radio Frequency Heatmaps

Kyoungjun Park, Yifan Yang, Changhan Ge, Lili Qiu, Shiqi Jiang

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Microsoft Research（微软研究院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Adaptive kernel-density approach for imbalanced binary classification

Kotaro J. Nishimura, Yuichi Sakumura, Kazushi Ikeda

机构 * Graduate School of Science and Technology, Nara Institute of Science and Technology, Japan（科学技术研究生院，科学与技术国立研究所，日本） ； Data Science Center, Nara Institute of Science and Technology, Japan（数据科学中心，科学与技术国立研究所，日本） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Multi-Modal Oral Cancer Detection Using Weighted Ensemble Convolutional Neural Networks

Ajo Babu George, Sreehari J R Ajo Babu George, Sreehari J R Ajo Babu George, Sreehari J R

机构 * Dicemed 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV

Generalization of Graph Neural Network Models for Distribution Grid Fault Detection

Burak Karabulut, Carlo Manna, Chris Develder

机构 * tabular cc Dept.\ of Information Technology, IDLab & Water 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments This paper has been submitted and accepted for IEEE SmartGridComm 2025

A Snapshot of Influence: A Local Data Attribution Framework for Online Reinforcement Learning

Yuzheng Hu, Fan Wu, Haotian Ye, David Forsyth, James Zou, Nan Jiang, Jiaqi W. Ma, Han Zhao

机构 * UIUC Urbana（伊利诺伊大学 Urbana分校） ； Stanford University（斯坦福大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments Accepted at NeurIPS 2025 as an oral

Multi-Agent Collaborative Intelligence: Dual-Dial Control for Reliable LLM Reasoning

Edward Y. Chang, Ethan Y. Chang

机构 * Stanford University（斯坦福大学） ； UIUC（伊利诺伊大学香槟分校） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)

Comments 27 pages, 5 figures, 21 tables

GAS-MIL: Group-Aggregative Selection Multi-Instance Learning for Ensemble of Foundation Models in Digital Pathology Image Analysis

Peiran Quan, Zifan Gu, Zhuo Zhao, Qin Zhou, Donghan M. Yang, Ruichen Rong, Yang Xie, Guanghua Xiao

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

Uncertainty-Aware Generative Oversampling Using an Entropy-Guided Conditional Variational Autoencoder

Amirhossein Zare, Amirhessam Zare, Parmida Sadat Pezeshki, Herlock, Rahimi, Ali Ebrahimi, Ignacio Vázquez-García, Leo Anthony Celi

专题命中 病理影像 ：biomedical(abstract)；分类 cs.LG

Comments 16 pages, 2 figures

EfficientMIL: Efficient Linear-Complexity MIL Method for WSI Classification

Chengying She, Chengwei Chen, Dongjie Fan, Lizhuang Liu, Chengwei Shao, Yun Bian, Ben Wang, Xinran Zhang

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

Comments Submitted to Array

No Tokens Wasted: Leveraging Long Context in Biomedical Vision-Language Models

Min Woo Sun, Alejandro Lozano, Javier Gamazo Tejero, Vishwesh Nath, Xiao Xiao Sun, James Burgess, Yuhui Zhang, Kun Yuan, Robert Tibshirani, Sean Huver, Serena Yeung-Levy

机构 * Stanford University（斯坦福大学） ； NVIDIA USA（NVIDIA公司） 纠错

专题命中 医疗多模态 ：biomedical(title,abstract)；分类 cs.CV

MedAgentGym: A Scalable Agentic Training Environment for Code-Centric Reasoning in Biomedical Data Science

Ran Xu, Yuchen Zhuang, Yishan Zhong, Yue Yu, Zifeng Wang, Xiangru Tang, Hang Wu, May D. Wang, Peifeng Ruan, Donghan Yang, Tao Wang, Guanghua Xiao, Xin Liu, Carl Yang, Yang Xie, Wenqi Shi

专题命中 生物医学文本 ：biomedical(title,abstract)；分类 cs.LG

ModernBERT + ColBERT: Enhancing biomedical RAG through an advanced re-ranking retriever

Eduardo Martínez Rivera, Filippo Menolascina

机构 * School of Informatics University of Edinburgh（信息学院爱丁堡大学） ； School of Engineering University of Edinburgh（工程学院爱丁堡大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；分类 q-bio

Spline refinement with differentiable rendering

Frans Zdyb, Albert Alonso, Julius B. Kirkegaard

机构 * Deparment of Computer Science, University of Copenhagen, 2100, Denmark（计算机科学系，哥本哈根大学） ； Niels Bohr Institute, University of Copenhagen, 2100, Denmark（尼尔斯·玻尔研究所，哥本哈根大学） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

Journal ref MICCAI 2025, Lect. Notes Comput. Sci. 17137, 558-567, 2026

Thin Bridges for Drug Text Alignment: Lightweight Contrastive Learning for Target Specific Drug Retrieval

Mallikarjuna Tupakula

机构 * Rochester Institute of Technology（罗切斯特技术研究所） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、q-bio

PEaRL: Pathway-Enhanced Representation Learning for Gene and Pathway Expression Prediction from Histology

Sejuti Majumder, Saarthak Kapse, Moinak Bhattacharya, Xuan Xu, Alisa Yurovsky, Prateek Prasanna

机构 * Department of Biomedical Informatics, Stony Brook University, NY, USA（生物医学信息学系，石溪大学，纽约，美国） ； Department of Computer Science, Stony Brook University, NY, USA（计算机科学系，石溪大学，纽约，美国） 纠错

专题命中 生物医学文本 ：pathology(abstract)；分类 cs.CV

Effect of ice nucleating proteins on the structure-property relationships of ice: A molecular dynamics study

A. K. Shargh, C. D. Stiles, J. A. El-Awady

专题命中 生物医学文本 ：biomedical(abstract)

Engineering the Future of R&D: The Case for AI-Driven, Integrated Biotechnology Ecosystems

Alex Zhavoronkov, Chuen Yan Leung

专题命中 生物医学文本 ：biomedical(abstract)

Named Entity Recognition in COVID-19 tweets with Entity Knowledge Augmentation

Xuankang Zhang, Jiangming Liu

机构 * School of Information Science and Engineering, Yunnan University（信息科学与工程学院，云南大学） 纠错

专题命中 生物医学文本 ：biomedical(abstract)

Comments Work in progress

Geometrically Exact Hard Magneto-Elastic Cosserat Shells: Static Formulation for Shape Morphing

Mohammadjavad Javadi, Robin Chhabra

专题命中 生物医学文本 ：biomedical(abstract)

LLM, Reporting In! Medical Information Extraction Across Prompting, Fine-tuning and Post-correction

Ikram Belmadani, Parisa Nazari Hashemi, Thomas Sebbag, Benoit Favre, Guillaume Fortier, Solen Quiniou, Emmanuel Morin, Richard Dufour

机构 * Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004（南特大学、中央理工大学、CNRS、LS2N、UMR 6004） ； Aix-Marseille Université, CNRS, LIS UMR 7020（阿维尼翁-马赛大学、CNRS、LIS UMR 7020） ； Explore, Carquefou, France（Explore公司、Carquefou，法国） ； Inetum, 93400 Saint-Ouen-sur-Seine, France（Inetum公司、93400 Saint-Ouen-sur-Seine，法国） 纠错

专题命中 生物医学文本 ：biomedical(abstract)

Comments in French language

H-DDx: A Hierarchical Evaluation Framework for Differential Diagnosis

Seungseop Lim, Gibaeg Kim, Hyunkyung Lee, Wooseok Han, Jean Seo, Jaehyo Yoo, Eunho Yang

机构 * AITRICS ； KAIST（韩国科学技术院） 纠错

专题命中 医学数据与评测 ：diagnosis(title,abstract)

Comments GenAI4Health @NeurIPS 2025

Resource-Efficient Fine-Tuning of LLaMA-3.2-3B for Medical Chain-of-Thought Reasoning

Imran Mansha

机构 * Department of Information Technology（信息科技系） ； The Islamia University of Bahawalpur（巴哈瓦尔普尔伊斯兰大学） 纠错

专题命中 医学数据与评测 ：medical AI(abstract)

Comments 6 pages, 2 figures. Submitted to arXiv for open access

FocusMed: A Large Language Model-based Framework for Enhancing Medical Question Summarization with Focus Identification

Chao Liu, Ling Luo, Tengxiao Lv, Huan Zhuang, Lejing Yu, Jian Wang, Hongfei Lin

机构 * 1 College of Computer Science ； Technology, Dalian University of Technology, Dalian, China ； 2 Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital \& Institute, Shenyang, China 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

Comments Accepted as a regular paper at BIBM2025

Evaluation of Clinical Trials Reporting Quality using Large Language Models

Mathieu Laï-king, Patrick Paroubek

机构 * Université Paris-Saclay, CNRS, LISN（巴黎-萨克雷大学、法国国家科学研究中心、LISN） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

Journal ref Revue TAL 65.2, 2024

Transformer Classification of Breast Lesions: The BreastDCEDL_AMBL Benchmark Dataset and 0.92 AUC Baseline

Naomi Fridman, Anat Goldstein

机构 * Department of Industrial Engineering, Ariel University（工业工程系，阿丽尔大学） 纠错

专题命中 医学数据与评测 ：MRI(abstract)