医学 AI

Harnessing LLM for Noise-Robust Cognitive Diagnosis in Web-Based Intelligent Education Systems

Guixian Zhang, Guan Yuan, Ziqi Xu, Yanmei Zhang, Jing Ren, Zhenyun Deng, Debo Cheng

机构 * School of Computer Science and Technology/School of Artificial Intelligence, China University of Mining and Technology（计算机科学与技术学院/人工智能学院，中国矿业大学） ； School of Computing Technologies, RMIT University（计算技术学院，拉筹伯大学） ； Department of Computer Science and Technology, University of Cambridge（计算机科学与技术系，剑桥大学） ； School of Computer Science and Technology, Hainan University（计算机科学与技术学院，海南大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

The workflow motif: a widely-useful performance diagnosis abstraction for distributed applications

Mania Abdi, Peter Desnoyers, Mark Crovella, Raja R. Sambasivan

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 8 pages, 2 figures, 1 table

MHINDR -- a DSM5 based mental health diagnosis and recommendation framework using LLM

Vaishali Agarwal, Sachin Thukral, Arnab Chatterjee

机构 * TCS Research（塔塔咨询服务研究） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 7 pages, 1 figure, 4 tables

Consistency Theory of General Nonparametric Classification Methods in Cognitive Diagnosis

Chengyu Cui, Yanlong Liu, Gongjun Xu

专题命中 诊断辅助 ：diagnosis(title,abstract)

Journal ref Psychometrika 90 (2025) 1136-1152

LogPilot: Intent-aware and Scalable Alert Diagnosis for Large-scale Online Service Systems

Zhihan Jiang, Jinyang Liu, Yichen Li, Haiyu Huang, Xiao He, Tieying Zhang, Jianjun Chen, Yi Li, Rui Shi, Michael R. Lyu

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted by the 40th IEEE/ACM International Conference on Automated Software Engineering (ASE 2025)

United We Stand: Towards End-to-End Log-based Fault Diagnosis via Interactive Multi-Task Learning

Minghua He, Chiming Duan, Pei Xiao, Tong Jia, Siyu Yu, Lingzhe Zhang, Weijie Hong, Jin Han, Yifan Wu, Ying Li, Gang Huang

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments ASE 2025 (Research Track)

SwasthLLM: a Unified Cross-Lingual, Multi-Task, and Meta-Learning Zero-Shot Framework for Medical Diagnosis Using Contrastive Representations

Ayan Sar, Pranav Singh Puri, Sumit Aich, Tanupriya Choudhury, Abhijit Kumar

机构 * School of Computer Science University of Petroleum 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Submitted to International Conference on Big Data 2025

Brain Connectivity Network Structure Learning For Brain Disorder Diagnosis

Dongdong Chen, Linlin Yao, Mengjun Liu, Zhenrong Shen, Yuqi Hu, Zhiyun Song, Shengyu Lu, Qian Wang, Dinggang Shen, Lichi Zhang

专题命中 诊断辅助 ：diagnosis(title,abstract)

Research on fault diagnosis and root cause analysis based on full stack observability

Jian Hou

专题命中 诊断辅助 ：diagnosis(title,abstract)

CFaults: Model-Based Diagnosis for Fault Localization in C Programs with Multiple Test Cases

Pedro Orvalho, Mikoláš Janota, Vasco Manquinho

机构 * INESC-ID, IST, Universidade de Lisboa, Portugal（葡萄牙里斯本大学、IST、INESC-ID） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted at FM 2024. 15 pages, 2 figures, 3 tables and 5 listings

Journal ref In the 26th international symposium on Formal Methods, FM 2024

A Multi-stage Error Diagnosis for APB Transaction

Cheng-Yang Tsai, Tzu-Wei Huang, Jen-Wei Shih, I-Hsiang Wang, Yu-Cheng Lin, Rung-Bin Lin

专题命中 诊断辅助 ：diagnosis(title,abstract)

Canonical correlation decomposition of numerical and experimental data for observable diagnosis

Benshuai Lyu

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Method extended, more examples included, typos corrected; 41 pages, 22 figures

Ultrashort Time-Integrated Diagnosis of Laser-Heated Deuterium Ions in Dense Plasma via Fusion Neutron Spectra

Jie Feng, Hao Xu, Mingxuan Wei, Mingyang Zhu, Xichen Hu, Bingzhan Shi, Fuyuan Wu, Weijun Zhou, Wenchao Yan, Guoqiang Zhang, Jinguang Wang, Yifei Li, Xin Lu, Liming Chen

专题命中 诊断辅助 ：diagnosis(title,abstract)

A Multi-granularity Concept Sparse Activation and Hierarchical Knowledge Graph Fusion Framework for Rare Disease Diagnosis

Mingda Zhang, Na Zhao, Jianglong Qin, Guoyu Ye, Ruixiang Tang

机构 * School of Software, Yunnan University（云南大学软件学院） ； Yunnan Key Laboratory of Software Engineering（云南软件工程重点实验室） ； Yunnan Provincial Hospital of Traditional Chinese Medicine（云南中医药省人民医院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 12 pages,3 figures

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models

Ziyan Kuang, Feiyu Zhu, Maowei Jiang, Yanzhao Lai, Zelin Wang, Zhitong Wang, Meikang Qiu, Jiajia Huang, Min Peng, Qianqian Xie, Sophia Ananiadou

专题命中 诊断辅助 ：diagnosis(title,abstract)

Trustworthy AI Psychotherapy: Multi-Agent LLM Workflow for Counseling and Explainable Mental Disorder Diagnosis

Mithat Can Ozgun, Jiahuan Pei, Koen Hindriks, Lucia Donatelli, Qingzhi Liu, Junxiao Wang

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） ； Wageningen University and Research（瓦赫宁根大学和研究中心） ； Guangzhou University（广州大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments This paper has been accepted by CIKM 2025 as a full paper

On the Diagnosis of Flaky Job Failures: Understanding and Prioritizing Failure Categories

Henri Aïdasso, Francis Bordeleau, Ali Tizghadam

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments This paper has been accepted at the 47th International Conference on Software Engineering: Software Engineering in Practice 2025

Enhancing Depression-Diagnosis-Oriented Chat with Psychological State Tracking

Yiyang Gu, Yougen Zhou, Qin Chen, Ningning Zhou, Jie Zhou, Aimin Zhou, Liang He

机构 * School of Computer Science and Technology, East China Normal University（东华大学计算机科学与技术学院） ； Shanghai Institute of Al for Education, East China Normal University（东华大学上海人工智能教育研究所） ； School of Psychology and Cognitive Science, East China Normal University（东华大学心理学与认知科学学院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted by NLPCC 2025

A Transferable Physics-Informed Framework for Battery Degradation Diagnosis, Knee-Onset Detection and Knee Prediction

Huang Zhang, Xixi Liu, Faisal Altaf, Torsten Wik

专题命中 诊断辅助 ：diagnosis(title,abstract)

Reverse Physician-AI Relationship: Full-process Clinical Diagnosis Driven by a Large Language Model

Shicheng Xu, Xin Huang, Zihao Wei, Liang Pang, Huawei Shen, Xueqi Cheng

机构 * State Key Laboratory of AI Safety, Institute of Computing Technology, CAS（人工智能安全国家重点实验室，计算技术研究所，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； Peking University Third Hospital（北京大学第三医院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 39 pages

DKG-LLM : A Framework for Medical Diagnosis and Personalized Treatment Recommendations via Dynamic Knowledge Graph and Large Language Model Integration

Ali Sarabadani, Maryam Abdollahi Shamami, Hamidreza Sadeghsalehi, Borhan Asadi, Saba Hesaraki

专题命中 诊断辅助 ：diagnosis(title,abstract)

Graph-Based Fault Diagnosis for Rotating Machinery: Adaptive Segmentation and Structural Feature Integration

Moirangthem Tiken Singh

机构 * Department of Computer Science and Engineering, DUIET, Dibrugarh University（计算机科学与工程系，DUIET，迪布格尔大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Journal ref Results in Engineering, 106566 (2025)

Multi-Objective Infeasibility Diagnosis for Routing Problems Using Large Language Models

Kai Li, Ruihao Zheng, Xinye Hao, Zhenkun Wang

专题命中 诊断辅助 ：diagnosis(title,abstract)

Hide and Seek with LLMs: An Adversarial Game for Sneaky Error Generation and Self-Improving Diagnosis

Rui Zou, Mengqi Wei, Yutao Zhu, Jirong Wen, Xin Zhao, Jing Chen

专题命中 诊断辅助 ：diagnosis(title,abstract)

Tree-of-Reasoning: Towards Complex Medical Diagnosis via Multi-Agent Reasoning with Evidence Tree

Qi Peng, Jialin Cui, Jiayuan Xie, Yi Cai, Qing Li

机构 * South China University of Technology（华南理工大学） ； Key Laboratory of Big Data and Intelligent Robot (SCUT), Ministry of Education（大数据与智能机器人重点实验室（SCUT）） ； Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Accepted by ACM MM 2025

Microwave Imaging Spectroscopy Diagnosis of the Slow-rise Precursor of a Major Solar Eruption

Yuankun Kou, Xin Cheng, Sijie Yu, Yingjie Luo, Bin Chen, Mingde Ding

专题命中 诊断辅助 ：diagnosis(title,abstract)

SDVDiag: A Modular Platform for the Diagnosis of Connected Vehicle Functions

Matthias Weiß, Falk Dettinger, Michael Weyrich

机构 * Institute of Industrial Automation and Software (IAS)（工业自动化与软件研究所） ； University of Stuttgart（斯图加特大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 7 pages, 5 figures

A Hybrid CNN-VSSM model for Multi-View, Multi-Task Mammography Analysis: Robust Diagnosis with Attention-Based Fusion

Yalda Zafari, Roaa Elalfy, Mohamed Mabrok, Somaya Al-Maadeed, Tamer Khattab, Essam A. Rashed

机构 * Department of Mathematics and Statistics, Qatar University（数学与统计学系，卡塔尔大学） ； Department of Computer Science and Engineering, Qatar University（计算机科学与工程系，卡塔尔大学） ； Department of Electrical Engineering, Qatar University（电气工程系，卡塔尔大学） ； Graduate School of Information Science, University of Hyogo（信息科学研究生院，广岛大学） ； Advanced Medical Engineering Research Institute, University of Hyogo（先进医疗工程研究所，广岛大学） 纠错

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

Clinical Semantic Intelligence (CSI): Emulating the Cognitive Framework of the Expert Clinician for Comprehensive Oral Disease Diagnosis

Mohammad Mashayekhi, Sara Ahmadi Majd, Arian AmirAmjadi, Parsa Hosseini

机构 * Gilan University of Medical Sciences（加兹万大学医学科学学院） ； University of Göttingen（哥廷根大学） ； University of Tehran（德黑兰大学） ； Hamadan University of Technology（哈马丹技术大学） ； Islamic Azad University（伊斯兰 Azad 大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Model-Based Diagnosis: Automating End-to-End Diagnosis of Network Failures

Changrong Wu, Yiyao Yu, Myungjin Lee, Jayanth Srinivasa, Ennan Zhai, George Varghese, Yuval Tamir

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments Fixed a typo (line break location) in Figure 2