医学 AI

Implementation of an AI-based MRD evaluation and prediction model for multiple myeloma

Jianfeng Chen, Jize Xiong, Yixu Wang, Qi Xin, Hong Zhou

专题命中 医学数据与评测 ：CT(abstract)；分类 q-bio

Comments 7 pages, 6 figures

Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET

Ravi Hassanaly, Camille Brianceau, Maëlys Solal, Olivier Colliot, Ninon Burgos

专题命中 医学数据与评测 ：biomedical(comments,journal_ref)；分类 cs.CV、eess.IV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:003

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

Effective connectivity signatures in major depressive disorder: fMRI study using a multi-site dataset

Peishan Dai, Yun Shi, Tong Xiong, Xiaoyan Zhou, Shenghui Liao, Zhongchao Huang, Xiaoping Yi, Bihong T. Chen

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 q-bio

Automated Cardiac Resting Phase Detection Targeted on the Right Coronary Artery

Seung Su Yoon, Elisabeth Preuhs, Michaela Schmidt, Christoph Forman, Teodora Chitiboi, Puneet Sharma, Juliano Lara Fernandes, Christoph Tillmanns, Jens Wetzl, Andreas Maier

专题命中 医学数据与评测 ：biomedical(comments,journal_ref)；分类 cs.CV、eess.IV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2023:001

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2023)

On Utility and Privacy in Synthetic Genomic Data

Bristena Oprisanu, Georgi Ganev, Emiliano De Cristofaro

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Comments Published in the Proceedings of the 29th Network and Distributed System Security Symposium (NDSS 2022)

GenShare: Sharing Accurate Differentially-Private Statistics for Genomic Datasets with Dependent Tuples

Nour Almadhoun Alserr, Ozgur Ulusoy, Erman Ayday, Onur Mutlu

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Comments 8 pages, 7 figures

Defending Against Membership Inference Attacks on Beacon Services

Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin, Yevgeniy Vorobeychik

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Biophysical interaction, nanotoxicology evaluation, and biocompatibility and biosafety of metal nanoparticles

Enrico Catalano

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 q-bio

Comments 27 pages

Performance Evaluation of Transcriptomics Data Normalization for Survival Risk Prediction

Ai Ni, Li-Xuan Qin

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Automatic prediction of cognitive and functional decline can significantly decrease the number of subjects required for clinical trials in early Alzheimer's disease

Neda Shafiee, Mahsa Dadar, Simon Ducharme, D. Louis Collins

专题命中 医学数据与评测 ：MRI(abstract)；分类 q-bio

COBI-GRINE: A Tool for Visualization and Advanced Evaluation of Communities in Mass Channel Similarity Graphs

Karsten Wüllems, Daniel Göbel, Annika Zurowietz, Hanna Bednarz, Karsten Niehaus, Tim W. Nattkemper

专题命中 医学数据与评测 ：pathology(abstract)；分类 q-bio

Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting

Fabian Balsiger, Alain Jungo, Olivier Scheidegger, Pierre G. Carlier, Mauricio Reyes, Benjamin Marty

专题命中 医学数据与评测 ：medical image(comments,journal_ref)；分类 cs.CV、eess.IV

Comments Accepted to Medical Image Analysis

Journal ref Medical Image Analysis (2020), 64, 101741

Fully Automated Myocardial Strain Estimation from CMR Tagged Images using a Deep Learning Framework in the UK Biobank

Edward Ferdian, Avan Suinesiaputra, Kenneth Fung, Nay Aung, Elena Lukaschuk, Ahmet Barutcu, Edd Maclean, Jose Paiva, Stefan K. Piechnik, Stefan Neubauer, Steffen E Petersen, Alistair A. Young

专题命中 医学数据与评测 ：radiology(comments,journal_ref)；分类 cs.CV、eess.IV

Comments accepted in Radiology Cardiothoracic Imaging

Journal ref Radiology: Cardiothoracic Imaging 2020; 2(1):e190032

PEAR: PEriodic And fixed Rank separation for fast fMRI

Lior Weizman, Karla L. Miller, Mark Chiew, Yonina C. Eldar

专题命中 医学数据与评测 ：MRI(abstract)；分类 q-bio

Shared High Value Research Resources: The CamCAN Human Lifespan Neuroimaging Dataset Processed on the Open Science Grid

Don Krieger, Paul Shepard, Ben Zusman, Anirban Jana, David O. Okonkwo

专题命中 医学数据与评测 ：MRI(abstract)；分类 q-bio

Comments 8 pages, 7 figures; Proceedings of the 2017 IEEE International Conference on Bioinformatics and Biomedicine; Keynote to The International Workshop on High Throughput Computing in Bioinformatics and Biomedicine using the Open Science Grid

Assessing Chronic Kidney Disease from Office Visit Records Using Hierarchical Meta-Classification of an Imbalanced Dataset

M. Bhattacharya, C. Jurkovitz, H. Shatkay

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 q-bio

Comments 8 pages, 5 figures, 4 tables

A Fractional Differential Transformation Solution Method for the Assessment, Monitoring, Control, and Evaluation of HIV/AIDS Confirmed Status with Vertical Transmission in Nigeria

M. O. Oladejo, Ali Onuche John

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 q-bio

Comments 12 pages with diagrams, tables, figures and chats

Enabling Privacy-Preserving GWAS in Heterogeneous Human Populations

Sean Simmons, Cenk Sahinalp, Bonnie Berger

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Comments To be presented at RECOMB 2016

Functional Connectivity in Default Mode Network During Resting State: An Evaluation of the Effects of Data Pre-processing

Pouya Ghaemmaghami

专题命中 医学数据与评测 ：MRI(abstract)；分类 q-bio

Comments Master's thesis, July 2013

Whole Genome Sequencing: Innovation Dream or Privacy Nightmare?

Emiliano De Cristofaro

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Comments This version is superseded by arXiv:1306.1264

Evaluation of the Genome Mixture Contents by Means of the Compositional Spectra Method

Valery Kirzhner, Zeev Volkovich

专题命中 医学数据与评测 ：biomedical(abstract)；分类 q-bio

Electronically Excited States of Vitamin B12: Benchmark Calculations Including Time-Dependent Density Functional Theory and Correlated Ab Initio Methods

Karina Kornobis, Neeraj Kumar, Bryan M. Wong, Piotr Lodowski, Maria Jaworska, Tadeusz Andruniów, Kenneth Rudd, Pawel M. Kozlowski

专题命中 医学数据与评测 ：CT(abstract)；分类 q-bio

Comments Accepted by the Journal of Chemistry A

Journal ref Journal of Physical Chemistry A, 115, 1280 (2011)

Earthmover-based manifold learning for analyzing molecular conformation spaces

Nathan Zelesko, Amit Moscovich, Joe Kileel, Amit Singer

专题命中 医学数据与评测 ：分类 cs.LG、q-bio、eess.IV；biomedical(journal_ref)

Comments 5 pages, 4 figures, 1 table

Journal ref IEEE 17th International Symposium on Biomedical Imaging (ISBI) 2020

GameXpert-Bench: How Far Are Coding Agents from Expert Game Development?

GameXpert-Bench：编码智能体距离专家级游戏开发还有多远？

Kun Chen, Haorong Hong, Peizhong Gao, Jianfeng Lin, Tongxu Luo, Yuxuan Xie, Chenxu Liu, Jieling He, Zhongyuan Liu, Zeno Zeng

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Tsinghua University（清华大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Lightspeed Studios, Tencent（腾讯光速工作室） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 GameXpert-Bench是覆盖游戏开发全生命周期的基准，含三个赛道，测评显示当前编码智能体在生成可玩游戏基础上表现较好，在缺陷发现等方面仍有不足。

Clinically Grounded Privacy Evaluation of Medical LMs

临床导向的医学语言模型隐私评估

Sasha Ronaghi, Sana Tonekaboni, Lena Stempfle, Vivian Utti, Jordan Li Cahoon, Nathaniel Hendrix, Ayin Vala, Marzyeh Ghassemi, Emily Alsentzer

机构 * Stanford University（斯坦福大学） ； Massachusetts Institute of Technology（麻省理工学院） ； American Board of Family Medicine（家庭医学认证委员会） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 提出临床导向框架，按对抗访问等级评估医学语言模型隐私泄露，发现常规元数据可导致高比率逐字记忆和敏感诊断恢复，但部分记忆源于模板化文档。

Free-Text Evaluation of LLMs for 5G Domain Knowledge and Fault Analysis using LLM-as-Judge

基于LLM作为评判者的5G领域知识与故障分析大模型自由文本评估

Rishiraj Sengupta, Sotiris Chatzimiltis, Mohammad Shojafar, Xiatian Zhu

机构 * Surrey Institute for People-Centered Artificial Intelligence（萨里以人为本人工智能研究院） ； Google（谷歌） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 本文以自由文本格式评估Claude-Haiku-4.5等三个轻量型LLM的5G领域知识与故障分析能力，发现其故障诊断准确率超90%但规范召回不足，Gemini-3.1-Flash-Lite效率最优适合生产部署。

Comments 6pages, 4figures. Accepted for presentation in IEEE CSCN conference

MGAL: A Multilingual Granularity-Aware Long-Context Benchmark

MGAL：一个多语言粒度感知的长基准测试集

Chunhan Li, Chenglin Xu, Zongyang Zhang, Jiale Liu, Zhuoxi Rao, Xudong Jia, Junxiu He, Menglin Yang, Wenjuan Gong, Zhengzhe Liu, Chengwei Qin

机构 * China University of Petroleum (East China)（中国石油大学（华东）） ； Northeastern University at Qinhuangdao（东北大学秦皇岛分校） ； Lingnan University, Hong Kong（香港岭南大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 MGAL是首个多语言粒度位置感知长基准，以联合国6种官方语言报告构建，含4种粒度及位置分层，实验发现LLM粗粒度任务表现差、闭源模型低资源语言占优，还识别出语义拥挤等新挑战。

When Failures Propagate: Causal Failure Attribution in Agentic Retrieval-Augmented Generation

当故障传播时：智能体检索增强生成中的因果故障归因

Lauren Pothuru

机构 * Anote（阿诺特） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 本文提出AgenticRAG-FP基准，针对智能体RAG的因果故障归因开展实验，发现基于覆盖率的诊断在第1轮表现较好，第2、3轮较差，明确将传播深度作为相关评估维度。

LongRCA Bench: Diagnosing Responsible Roles and Root Causes in Long-Horizon Agent Failures

LongRCA Bench：诊断长 horizon 智能体失败中的责任角色与根本原因

Yunfei Zhang, Boyu Feng, Changhua Pei, Zexin Wang, Zhihuang Peng, Xinlong Liu, Hengyue Jiang, Difeng Ma, Jiayi Zhang, Yongzhou Yao, Yanan Zhao, Fei Sun, Yintong Huo, Zhaoyang Liu, Jingjing Li, Gaogang Xie, Dan Pei

机构 * Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心） ； Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences（中国科学院大学杭州高等研究院） ； Chongqing University（重庆大学） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Singapore Management University（新加坡管理大学） ； Tongyi Lab, Alibaba Group（阿里巴巴集团通义实验室） ； Tsinghua University（清华大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 LongRCA Bench 是含1140条失败轨迹的长 horizon 智能体失败诊断基准，本文提出无需训练的 RCTA 方法，在责任角色归因和根本步骤定位上优于现有基线，表明需将二者作为独立评估目标。

Comments 18 pages, 6 figures. Yunfei Zhang and Boyu Feng contributed equally. Changhua Pei is the corresponding author

ZenGen: Social Mind for LLMs

Zing：大语言模型的社交智能

ZenGen Team, Ao Xiang, Bi Jingping, Chen Jiahui, Chen Lehan, Chen Yilin, Cheng Xueqi, Fan Yixing, Gan Kairong, Gao Haowen, Gao Jinhua, Gao Shuxuan, Gong Chang, Guo Jiafeng, Guo Ruijie, Han Zhouyu, He Guangfu, He Yichun, Jiang Shuo, Jing Shaoling, Jing Ya, Lei Chenhao, Lei Yan, Li Anqi, Li Chengao, Li Haoyu, Li Shitian, Liang Xinjian, Liu Zhaoge, Lyu Xingyu, Nie Zhuwei, Pang Liang, Quan Zeping, Shan Shiguang, Shen Huawei, Tang Xinran, Tian Feng, Wang Qian, Wang Ruiping, Wang Xiaohong, Xia Zaiyu, Xiao Yi, Xu Jiayuan, Xu Kehan, Xu Qianqian, Xu Tianyu, Xu Yongjun, Yang Haoming, Yang Jun, Yao Di, Yu Xiaoming, Zhang Futong, Zhang Jie, Zhang Shixuan, Zhang Yuxuan, Zhao Xinyu, Zhao Zhuoran, Zhong Yunfei, Zhu Shengyu

专题命中 医学数据与评测 ：diagnosis(abstract)

AI总结 研究大语言模型社交智能，提出Zijing框架，含测量基准SoMBench、训练方法Zing及推理架构Actio，通过实验证明社交智能大语言模型在评估、内化和落地方面需协同发展。