医学 AI

Explainable Collaborative Problem Solving Diagnosis with BERT using SHAP and its Implications for Teacher Adoption

Kester Wong, Sahan Bulathwela, Mutlu Cukurova

机构 * UCL Knowledge Lab, Institute of Education, University College London, UK（伦敦大学学院教育学院知识实验室） ； UCL Centre for Artificial Intelligence, Department of Computer Science, University College London, UK（伦敦大学学院人工智能中心） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted to appear in the workshop proceedings for the HEXED'25 workshop in the 26th International Conference on Artificial Intelligence in Education 2025 (AIED 2025), 22 July 2025, Palermo, Italy. 6 pages, 2 figures

Exploring Human-AI Complementarity in CPS Diagnosis Using Unimodal and Multimodal BERT Models

Kester Wong, Sahan Bulathwela, Mutlu Cukurova

机构 * UCL Knowledge Lab, Institute of Education, University College London, UK（伦敦大学学院教育研究所知识实验室） ； UCL Centre for Artificial Intelligence, Department of Computer Science, University College London, UK（伦敦大学学院人工智能中心计算机科学系） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted to appear in the workshop proceedings for the HEXED'25 workshop in the 26th International Conference on Artificial Intelligence in Education 2025 (AIED 2025), 22 July 2025, Palermo, Italy. 5 pages

Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models

Shuai Niu, Jing Ma, Hongzhan Lin, Liang Bai, Zhihua Wang, Yida Xu, Yunya Song, Xian Yang

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Shanxi University（山西大学） ； Shanghai Institute for Advanced Study of Zhejiang University（浙江大学上海先进研究院） ； Hong Kong University of Science and Technology（香港科技大学） ； The University of Manchester（曼彻斯特大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 13 pages. 7 figures

Journal ref This paper is accpeted by ACL2025(Main)

DocCHA: Towards LLM-Augmented Interactive Online diagnosis System

Xinyi Liu, Dachun Sun, Yi R. Fung, Dilek Hakkani-Tür, Tarek Abdelzaher

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

ROS Help Desk: GenAI Powered, User-Centric Framework for ROS Error Diagnosis and Debugging

Kavindie Katuwandeniya, Samith Rajapaksha Jayasekara Widhanapathirana

机构 * CSIRO Robotics（澳大利亚CSIRO机器人研究所） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

A Single-Point Measurement Framework for Robust Cyber-Attack Diagnosis in Smart Microgrids Using Dual Fractional-Order Feature Analysis

Yifan Wang

机构 * Department Institution（部门机构） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 8 pages, 10 figures

Dynamic System Model Generation for Online Fault Detection and Diagnosis of Robotic Systems

Johannes Kohl, Georg Muck, Georg Jäger, Sebastian Zug

机构 * Freiberg University of Mining & Technology（弗莱堡矿业大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted for publication in Ada User Journal

Sequential Diagnosis with Language Models

Harsha Nori, Mayank Daswani, Christopher Kelly, Scott Lundberg, Marco Tulio Ribeiro, Marc Wilson, Xiaoxuan Liu, Viknesh Sounderajah, Jonathan Carlson, Matthew P Lungren, Bay Gross, Peter Hames, Mustafa Suleyman, Dominic King, Eric Horvitz

机构 * Microsoft AI（微软人工智能） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 23 pages, 10 figures

MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow

Ziyue Wang, Junde Wu, Linghan Cai, Chang Han Low, Xihong Yang, Qiaxuan Li, Yueming Jin

机构 * National University of Singapore（新加坡国立大学） ； University of Oxford（牛津大学） ； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） ； National University of Defense Technology（国防科技大学） ； The Second Affiliated Hospital Zhejiang University School of Medicine（浙江大学医学院附属第二医院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration

Yucheng Zhou, Lingran Song, Jianbing Shen

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments ACL 2025 Findings

Large Language Models for Disease Diagnosis: A Scoping Review

Shuang Zhou, Zidu Xu, Mian Zhang, Chunpu Xu, Yawen Guo, Zaifu Zhan, Yi Fang, Sirui Ding, Jiashuo Wang, Kaishuai Xu, Liqiao Xia, Jeremy Yeung, Daochen Zha, Dongming Cai, Genevieve B. Melton, Mingquan Lin, Rui Zhang

机构 * Division of Computational Health Sciences, Department of Surgery, University of Minnesota（明尼苏达大学外科与计算健康科学系） ； School of Nursing, Columbia University（哥伦比亚大学护理学院） ； Erik Jonsson School of Engineering and Computer Science, University of Texas at Dallas（德克萨斯大学达拉斯分校工程与计算机科学学院） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算系） ； Department of Informatics, University of California, Irvine（加州大学尔湾分校信息学院） ； Department of Electrical and Computer Engineering, University of Minnesota（明尼苏达大学电子与计算机工程系） ； Department of Computer Science, New York University (Shanghai)（纽约大学（上海）计算机科学系） ； Bakar Computational Health Sciences Institute, University of California San Francisco（加州大学旧金山分校Bakar计算健康科学研究所） ； Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University（香港理工大学工业与系统工程系） ； Department of Computer Science, Rice University（里士满大学计算机科学系） ； Department of Neurology, University of Minnesota（明尼苏达大学神经病学系） ； Institute for Health Informatics and Division of Colon and Rectal Surgery, Department of Surgery, University of Minnesota（明尼苏达大学健康信息学研究所和结直肠外科分会） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 68 pages, 6 figures

CDS: Knowledge Component-Driven Data Synthesis Guided by Cognitive Diagnosis Theory

Haokun Zhao, Jinyi Han, Jiaqing Liang, Yanghua Xiao, Xiaojun Meng, Jiansheng Wei

机构 * College of Computer Science and Artificial Intelligence, Fudan University（复旦大学计算机科学与人工智能学院） ； Shanghai Institute of Artificial Intelligence for Education, East China Normal University（华东师范大学教育人工智能研究所） ； School of Data Science, Fudan University（复旦大学数据科学学院） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Joint Observer Gain and Input Design for Asymptotic Active Fault Diagnosis

Feng Xu, Yiming Wan, Ye Wang, Vicenc Puig

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted by Automatica as Regular Paper

Dr. GPT Will See You Now, but Should It? Exploring the Benefits and Harms of Large Language Models in Medical Diagnosis using Crowdsourced Clinical Cases

Bonam Mingole, Aditya Majumdar, Firdaus Ahmed Choudhury, Jennifer L. Kraschnewski, Shyam S. Sundar, Amulya Yadav

专题命中 诊断辅助 ：diagnosis(title,abstract)

MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis

Daniel Rose, Chia-Chien Hung, Marco Lepri, Israa Alqassem, Kiril Gashteovski, Carolin Lawrence

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments ACL 2025 (main)

The Optimization Paradox in Clinical AI Multi-Agent Systems

Suhana Bedi, Iddah Mlauzi, Daniel Shin, Sanmi Koyejo, Nigam H. Shah

机构 * Stanford School of Medicine（斯坦福医学院） ； Department of Computer Science, Stanford University（斯坦福大学计算机科学系） ； Department of Medicine, Stanford School of Medicine（斯坦福医学院医学系） 纠错

专题命中 诊断辅助 ：clinical AI(title)；diagnosis(abstract)

Linguistic Ordered Weighted Averaging based deep learning pooling for fault diagnosis in a wastewater treatment plant

Alicia Beneyto-Rodriguez, Gregorio I. Sainz-Palmero, Marta Galende-Hernández, María J. Fuente

专题命中 诊断辅助 ：diagnosis(title,abstract)

RBA-FE: A Robust Brain-Inspired Audio Feature Extractor for Depression Diagnosis

Yu-Xuan Wu, Ziyan Huang, Bin Hu, Zhi-Hong Guan

机构 * School of Future Technology, South China University of Technology（华南理工大学未来技术学院） ； Pazhou Lab, Guangzhou（广州琶洲实验室） ； School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（华中科技大学人工智能与自动化学院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 14 pages

DECT: Harnessing LLM-assisted Fine-Grained Linguistic Knowledge and Label-Switched and Label-Preserved Data Generation for Diagnosis of Alzheimer's Disease

Tingyu Mo, Jacqueline C. K. Lam, Victor O. K. Li, Lawrence Y. L. Cheung

专题命中 诊断辅助 ：diagnosis(title,abstract)

Thermal Image-based Fault Diagnosis in Induction Machines via Self-Organized Operational Neural Networks

Sertac Kilickaya, Cansu Celebioglu, Levent Eren, Murat Askar

专题命中 诊断辅助 ：diagnosis(title)；分类 cs.CV、cs.LG、eess.IV

Comments To be published in 2025 IEEE Symposium Series on Computational Intelligence

A Hybrid Quantum Classical Pipeline for X Ray Based Fracture Diagnosis

Sahil Tomar, Rajeshwar Tripathi, Sandeep Kumar

专题命中 诊断辅助 ：diagnosis(title)；分类 cs.CV、cs.LG、eess.IV

Comments 8 pages

WISP: Image Segmentation-Based Whitespace Diagnosis for Optimal Rectilinear Floorplanning

Xiaotian Zhao, Zixuan Li, Yichen Cai, Xinfei Guo

专题命中 诊断辅助 ：diagnosis(title,abstract)

Diagnosis extraction from unstructured Dutch echocardiogram reports using span- and document-level characteristic classification

Bauke Arends, Melle Vessies, Dirk van Osch, Arco Teske, Pim van der Harst, René van Es, Bram van Es

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 28 pages, 5 figures

LLM4CD: Leveraging Large Language Models for Open-World Knowledge Augmented Cognitive Diagnosis

Weiming Zhang, Lingyue Fu, Qingyao Li, Kounianhua Du, Jianghao Lin, Jingwei Yu, Wei Xia, Weinan Zhang, Ruiming Tang, Yong Yu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

eBPF-Based Instrumentation for Generalisable Diagnosis of Performance Degradation

Diogo Landau, Jorge Barbosa, Nishant Saurabh

专题命中 诊断辅助 ：diagnosis(title,abstract)

Acoustic Disturbance Sensing Level Detection for ASD Diagnosis and Intelligibility Enhancement

Marcelo Pillonetto, Anderson Queiroz, Rosângela Coelho

机构 * Laboratory of Acoustic Signal Processing, Military Institute of Engineering (IME), Rio de Janeiro, RJ 22290-270, Brazil（声学信号处理实验室，军事工程学院（IME），里约热内卢，巴西） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 4 pages, 3 figures, 2 tables

Integrating Natural Language Processing and Exercise Monitoring for Early Diagnosis of Metabolic Syndrome: A Deep Learning Approach

Yichen Zhao, Yuhua Wang, Xi Cheng, Junhao Fang, Yang Yang

专题命中 诊断辅助 ：diagnosis(title,abstract)

Uncertainty-Aware Large Language Models for Explainable Disease Diagnosis

Shuang Zhou, Jiashuo Wang, Zidu Xu, Song Wang, David Brauer, Lindsay Welton, Jacob Cogan, Yuen-Hei Chung, Lei Tian, Zaifu Zhan, Yu Hou, Mingquan Lin, Genevieve B. Melton, Rui Zhang

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 22 pages, 8 figures

LogDB: Multivariate Log-based Failure Diagnosis for Distributed Databases (Extended from MultiLog)

Lingzhe Zhang, Tong Jia, Mengxi Jia, Ying Li

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments An extension of MultiLog

Deep Learning-Enabled System Diagnosis in Microgrids: A Feature-Feedback GAN Approach

Swetha Rani Kasimalla, Kuchan Park, Junho Hong, Young-Jin Kim, HyoJong Lee

专题命中 诊断辅助 ：diagnosis(title,abstract)