医学 AI - arXivDaily 专题

2307.04014 2025-03-07 cs.CV 57%

Novel Pipeline for Diagnosing Acute Lymphoblastic Leukemia Sensitive to Related Biomarkers

Amirhossein Askari Farsangi, Ali Sharifi-Zarchi, Mohammad Hossein Rohban

机构 * Sharif University of Technology（谢里夫理工大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.CV

2412.19495 2025-03-04 cs.LG cs.AI 57%

Disparate Model Performance and Stability in Machine Learning Clinical Support for Diabetes and Heart Diseases

Ioannis Bilionis, Ricardo C. Berrios, Luis Fernandez-Luque, Carlos Castillo

机构 * Adhera Health ； Universitat Pompeu Fabra（庞培法布拉大学）； ICREA（加泰罗尼亚研究与高级研究所）

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

Comments This paper will be presented in American Medical Informatics Association (AMIA) Informatics Summit Conference 2025 (Pittsburgh, PA). 10 pages, 2 figures, 5 tables

2502.20633 2025-03-03 cs.LG 57%

Are LLMs Ready for Practical Adoption for Assertion Generation?

Vaishnavi Pulavarthi, Deeksha Nandal, Soham Dan, Debjit Pal

机构 * University of Illinois Chicago（伊利诺伊大学芝加哥分校）； Microsoft（微软公司）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments 7 Pages, 9 Figures, Accepted in DATE 2025. arXiv admin note: substantial text overlap with arXiv:2406.18627

2410.01767 2025-03-03 cs.LG 57%

Utility-Directed Conformal Prediction: A Decision-Aware Framework for Actionable Uncertainty Quantification

Santiago Cortes-Gomez, Carlos Patiño, Yewon Byun, Steven Wu, Eric Horvitz, Bryan Wilder

机构 * Carnegie Mellon University（卡内基梅隆大学）； University of Amsterdam（阿姆斯特丹大学）； Microsoft（微软公司）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.19593 2025-02-28 cs.LG cs.AI 57%

Improving Representation Learning of Complex Critical Care Data with ICU-BERT

Ricardo Santos, André V. Carreiro, Xi Peng, Hugo Gamboa, Holger Fröhlich

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

Comments Accepted for poster at GenAI4Health Workshop at AAAI 2025

2502.18240 2025-02-26 cs.LG cs.DC cs.SE 57%

Causal AI-based Root Cause Identification: Research to Practice at Scale

Saurabh Jha, Ameet Rahane, Laura Shwartz, Marc Palaci-Olgun, Frank Bagehorn, Jesus Rios, Dan Stingaciu, Ragu Kattinakere, Debasish Banerjee

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.18009 2025-02-26 cs.LG 57%

Patient Trajectory Prediction: Integrating Clinical Notes with Transformers

Sifal Klioui, Sana Sellami, Youssef Trardi

机构 * Aix-Marseille Univ（艾克斯-马赛大学）； CNRS（法国国家科学研究中心）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.17061 2025-02-25 stat.ML cs.LG 57%

Random Projections and Natural Sparsity in Time-Series Classification: A Theoretical Analysis

Jorge Marco-Blanco, Rubén Cuevas

机构 * Universidad Carlos III de Madrid（马德里卡洛斯三世大学）； UC3M-Santander Big Data Institute（UC3M-桑坦德大数据研究所）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.16430 2025-02-25 cs.LG 57%

Network Tomography with Path-Centric Graph Neural Network

Yuntong Hu, Junxiang Wang, Liang Zhao

机构 * Emory University（埃默里大学）； NEC Labs America（美国NEC实验室）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments 13 pages, 6 figures

2502.15595 2025-02-24 eess.IV 57%

Causal Modeling of fMRI Time-series for Interpretable Autism Spectrum Disorder Classification

Peiyu Duan, Nicha C. Dvornek, Jiyao Wang, Lawrence H. Staib, James S. Duncan

专题命中诊断辅助：diagnosis(abstract)；分类 eess.IV

Comments ISBI 2025 Oral

2502.11669 2025-02-18 stat.ML cs.LG 57%

Deep Subspace Learning for Surface Anomaly Classification Based on 3D Point Cloud Data

Xuanming Cao, Chengyu Tao, Juan Du

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； The Hong Kong University of Science and Technology（香港科技大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2405.00055 2025-02-18 eess.SY cs.AI cs.LG cs.SY 57%

A Hybrid Probabilistic Battery Health Management Approach for Robust Inspection Drone Operations

Jokin Alcibar, Jose I. Aizpurua, Ekhi Zugastia, Oier Penagarikano

机构 * Mondragon（蒙德拉贡）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2302.10434 2025-02-18 cs.LG cs.AI 57%

Kernel-Based Distributed Q-Learning: A Scalable Reinforcement Learning Approach for Dynamic Treatment Regimes

Di Wang, Yao Wang, Shao-Bo Lin

机构 * School of Management, Xi’an Jiaotong University（西安交通大学管理学院）； Center for Intelligent Decision-Making and Machine Learning（智能决策与机器学习中心）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.09715 2025-02-17 cs.LG cs.AI cs.CL 57%

Evaluating GPT's Capability in Identifying Stages of Cognitive Impairment from Electronic Health Data

Yu Leng, Yingnan He, Colin Magdamo, Ana-Maria Vranceanu, Christine S. Ritchie, Shibani S. Mukerji, Lidia M. V. R. Moura, John R. Dickson, Deborah Blacker, Sudeshna Das

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments Findings paper presented at Machine Learning for Health (ML4H) symposium 2024, December 15-16, 2024, Vancouver, Canada, 7 pages

2406.00625 2025-02-17 cs.CV 57%

SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection

Yun Peng, Xiao Lin, Nachuan Ma, Jiayuan Du, Chuangwei Liu, Chengju Liu, Qijun Chen

专题命中诊断辅助：diagnosis(abstract)；分类 cs.CV

Comments arXiv admin note: text overlap with arXiv:2303.05768 by other authors

2502.06552 2025-02-11 cs.CV 57%

Diffusion Models for Computational Neuroimaging: A Survey

Haokai Zhao, Haowei Lou, Lina Yao, Wei Peng, Ehsan Adeli, Kilian M Pohl, Yu Zhang

机构 * UNSW Sydney（新南威尔士大学悉尼分校）； CSIRO’s Data61（澳大利亚联邦科学与工业研究组织Data61）； Stanford University（斯坦福大学）； Lehigh University（理海大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.CV

Comments 9 pages, 1 figure

2502.05931 2025-02-11 cs.LG cs.AI cs.CR 57%

Protecting Intellectual Property of EEG-based Neural Networks with Watermarking

Ahmed Abdelaziz, Ahmed Fathi, Ahmed Fares

机构 * Egypt Japan University of Science and Technology (EJUST)（埃及日本科学技术大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments 21 pages, 13 figures, and 6 tables

2403.07033 2025-02-11 cs.LG cs.AI 57%

Interpreting What Typical Fault Signals Look Like via Prototype-matching

Qian Chen, Xingjian Dong, Zhike Peng

机构 * Shanghai Jiao Tong University（上海交通大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments 17 pages, 12 figures, 6 tables

Journal ref Advanced Engineering Informatics, vol. 62, p. 102849, Oct. 2024

2502.04515 2025-02-10 cs.LG cs.AI 57%

MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification

Wei Fan, Jingru Fei, Dingyu Guo, Kun Yi, Xiaozhuang Song, Haolong Xiang, Hangting Ye, Min Li

机构 * University of Oxford（牛津大学）； Beijing Institute of Technology（北京理工大学）； University of Chicago（芝加哥大学）； State Information Center of China（中国国家信息中心）； North China Institute of Computing Technology（华北计算技术研究所）； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））； Nanjing University of Information Science and Technology（南京信息工程大学）； Jilin University（吉林大学）； Central South University（中南大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments Accepted by WWW 2025

2502.03965 2025-02-07 cs.LG 57%

Innovative Framework for Early Estimation of Mental Disorder Scores to Enable Timely Interventions

Himanshi Singh, Sadhana Tiwari, Sonali Agarwal, Ritesh Chandra, Sanjay Kumar Sonbhadra, Vrijendra Singh

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.03952 2025-02-07 cs.LG stat.ML 57%

Bridging the inference gap in Mutimodal Variational Autoencoders

Agathe Senellart, Stéphanie Allassonnière

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.03386 2025-02-06 cs.LG 57%

A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models

Junliang Du, Shiyu Dou, Bohuan Yang, Jiacheng Hu, Tai An

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2502.02561 2025-02-05 cs.LG cs.AI stat.ML 57%

Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents

Shayan Kiyani, George Pappas, Aaron Roth, Hamed Hassani

机构 * University of Pennsylvania（宾夕法尼亚大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

2501.18367 2025-01-31 cs.LG cs.AI 57%

A Learnable Multi-views Contrastive Framework with Reconstruction Discrepancy for Medical Time-Series

Yifan Wang, Hongfeng Ai, Ruiqi Li, Maowei Jiang, Cheng Jiang, Chenzhong Li

机构 * School of Medicine, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）医学院）； Digital Department, China Unicom Global Co., Ltd（中国联通全球有限公司数字部）； University of the Chinese Academy of Sciences（中国科学院大学）； Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments 15 pages,6 figures

2406.13470 2025-01-31 eess.SP cs.SD eess.AS 57%

Automatic Voice Classification Of Autistic Subjects

Jessica Vacca, Natascia Brondino, Fabio Dell'Acqua, Anna Vizziello, Pietro Savazzi

机构 * University of Pavia（帕维亚大学）； CNIT Consorzio Nazionale Interuniversitario per le Telecomunicazioni（意大利国家大学电信联盟（CNIT））

专题命中诊断辅助：diagnosis(abstract)；分类 eess.SP

Comments Accepted for publication at EAI BODYNETS 2023 2024 - 18th EAI International Conference on Body Area Networks: Intelligent Edge Cloud for Dependable Globally Connected BAN, February 5-6, 2024 Milan, Italy

2501.16399 2025-01-29 cs.LG stat.AP 57%

Detecting clinician implicit biases in diagnoses using proximal causal inference

Kara Liu, Russ Altman, Vasilis Syrgkanis

机构 * Stanford University（斯坦福大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments The ~64 pages of the appendix IS UNPUBLISHED and novel content

Journal ref Biocomputing 2025, pp. 330-345 (2024)

2401.12824 2025-01-28 cs.LG stat.ML 57%

MAPPING: Debiasing Graph Neural Networks for Fair Node Classification with Limited Sensitive Information Leakage

Ying Song, Balaji Palanisamy

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments Accepted by WWW Journal. Code is available at https://github.com/yings0930/MAPPING

Journal ref World Wide Web 27, 74 (2024)

2501.14228 2025-01-27 cs.CV cs.AI 57%

Detection and Classification of Acute Lymphoblastic Leukemia Utilizing Deep Transfer Learning

Md. Abu Ahnaf Mollick, Md. Mahfujur Rahman, D. M. Asadujjaman, Abdullah Tamim, Nosin Anjum Dristi, Md. Takbir Hossen

专题命中诊断辅助：diagnosis(abstract)；分类 cs.CV

Comments 4 pages, 4 figures, Submitted to UCICS

2501.04577 2025-01-24 cs.AR cs.AI cs.LG cs.RO 57%

A 65 nm Bayesian Neural Network Accelerator with 360 fJ/Sample In-Word GRNG for AI Uncertainty Estimation

Zephan M. Enciso, Boyang Cheng, Likai Pei, Jianbo Liu, Steven Davis, Michael Niemier, Ningyuan Cao

机构 * University of Notre Dame（圣母大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

Comments 7 pages, 12 figures

2501.10897 2025-01-22 math.ST cs.LG stat.TH 57%

Unfolding Tensors to Identify the Graph in Discrete Latent Bipartite Graphical Models

Yuqi Gu

机构 * Columbia University（哥伦比亚大学）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.LG

1. 诊断辅助 8277 篇

Novel Pipeline for Diagnosing Acute Lymphoblastic Leukemia Sensitive to Related Biomarkers

Disparate Model Performance and Stability in Machine Learning Clinical Support for Diabetes and Heart Diseases

Are LLMs Ready for Practical Adoption for Assertion Generation?

Utility-Directed Conformal Prediction: A Decision-Aware Framework for Actionable Uncertainty Quantification

Improving Representation Learning of Complex Critical Care Data with ICU-BERT

Causal AI-based Root Cause Identification: Research to Practice at Scale

Patient Trajectory Prediction: Integrating Clinical Notes with Transformers

Random Projections and Natural Sparsity in Time-Series Classification: A Theoretical Analysis

Network Tomography with Path-Centric Graph Neural Network

Causal Modeling of fMRI Time-series for Interpretable Autism Spectrum Disorder Classification

Deep Subspace Learning for Surface Anomaly Classification Based on 3D Point Cloud Data

A Hybrid Probabilistic Battery Health Management Approach for Robust Inspection Drone Operations

Kernel-Based Distributed Q-Learning: A Scalable Reinforcement Learning Approach for Dynamic Treatment Regimes

Evaluating GPT's Capability in Identifying Stages of Cognitive Impairment from Electronic Health Data

SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection

Diffusion Models for Computational Neuroimaging: A Survey

Protecting Intellectual Property of EEG-based Neural Networks with Watermarking

Interpreting What Typical Fault Signals Look Like via Prototype-matching

MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification

Innovative Framework for Early Estimation of Mental Disorder Scores to Enable Timely Interventions

Bridging the inference gap in Mutimodal Variational Autoencoders

A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models

Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents

A Learnable Multi-views Contrastive Framework with Reconstruction Discrepancy for Medical Time-Series

Automatic Voice Classification Of Autistic Subjects

Detecting clinician implicit biases in diagnoses using proximal causal inference

MAPPING: Debiasing Graph Neural Networks for Fair Node Classification with Limited Sensitive Information Leakage

Detection and Classification of Acute Lymphoblastic Leukemia Utilizing Deep Transfer Learning

A 65 nm Bayesian Neural Network Accelerator with 360 fJ/Sample In-Word GRNG for AI Uncertainty Estimation

Unfolding Tensors to Identify the Graph in Discrete Latent Bipartite Graphical Models