医学 AI

ML-Net: multi-label classification of biomedical texts with deep neural networks

Jingcheng Du, Qingyu Chen, Yifan Peng, Yang Xiang, Cui Tao, Zhiyong Lu

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

A Comparative Analysis of Thermal Flow Sensing in Biomedical Applications

Baseerat Khan, Suhaib Ahmed, Vipan Kakkar

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

Comments 7 pages, 5 figures, 1 table, International Journal of Biomedical Engineering and Science, vol. 3, no. 3, 2016

Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking

Alireza Sadeghi, Farshid Hajati, Ahmadreza Argha, Nigel H Lovell, Min Yang, Hamid Alinejad-Rokny

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

Comments 41 pages

Bioinformatics and Biomedical Informatics with ChatGPT: Year One Review

Jinge Wang, Zien Cheng, Qiuming Yao, Li Liu, Dong Xu, Gangqing Hu

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

Comments Peer-reviewed and accepted by Quantitative Biology

A Novel Power-optimized CMOS sEMG Device with Ultra Low-noise integrated with ConvNet (VGG16) for Biomedical Applications

Ahmed Ayman - Mohamed Sabry

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

Hardware Implementation of Deep Network Accelerators Towards Healthcare and Biomedical Applications

Mostafa Rahimi Azghadi, Corey Lammie, Jason K. Eshraghian, Melika Payvand, Elisa Donati, Bernabe Linares-Barranco, Giacomo Indiveri

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

Comments Accepted by IEEE Transactions on Biomedical Circuits and Systems (21 pages, 10 figures, 5 tables)

Journal ref IEEE Transactions on Biomedical Circuits and Systems, 2020

BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery

BioInsight: 面向交互式生物医学知识发现的多智能体编排

Jieyi Wang, Bingxuan Li, Nanyi Jiang, Desong Meng, Zirui Fan, Yuxin Guo, Jiayu Liu, Kunlun Zhu, Eddie Yang, Xiusi Chen, Pan Lu, Bingxin Zhao

机构 * Peking University（北京大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Pennsylvania（宾夕法尼亚大学） ； Purdue University（普渡大学） ； Stanford University（斯坦福大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

AI总结 提出多智能体系统BioInsight，通过交互式界面生成替代静态报告，实现疾病证据的组织、推理与可视化，在多项生物医学任务中取得最优性能。

Comments Update some experiments and contents

Divide-Prompt-Refine: a Training-Free, Structure-Aware Framework for Biomedical Abstract Generation

Divide-Prompt-Refine：一种无需训练的、结构感知的生物医学摘要生成框架

Sylvey Lin, Joe Menke, Shufan Ming, Dongin Nam, Neil Smalheiser, Halil Kilicoglu

机构 * University of Washington（华盛顿大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)

AI总结 本文提出DPR-BAG框架，旨在生成具有完整文本但无摘要的生物医学文章的连贯且事实准确的摘要。该框架通过分解全文文档为结构化的修辞要素，进行并行LLM摘要生成，并应用最终的精炼阶段恢复全局话语连贯性。

Comments Accepted by BioNLP 2026

HypothesisMed: Inference-Time Answer Fusion and Structured Hypothesis-Space Reporting for Biomedical Question Answering

HypothesisMed：生物医学问答中的推理时答案融合与结构化假设空间报告

Md Motaleb Hossen Manik, Ge Wang

机构 * Department of Computer Science Rensselaer Polytechnic Institute（计算机科学系雷士打理工学院） ； Department of Biomedical Engineering Rensselaer Polytechnic Institute（生物医学工程系雷士打理工学院） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

AI总结 提出HypothesisMed推理时可靠性流水线，通过答案融合和SPACE标签（有效/不完整/矛盾）提升生物医学多项选择问答的准确率、可解析性和结构化可靠性报告。

Vibe Medicine: Redefining Biomedical Research Through Human-AI Co-Work

Vibe Medicine：通过人机协作重新定义生物医学研究

Zihao Wu, Steven Xu, Bowen Chen, Shaowen Wan, Yiwei Li, Wei Ruan, Yanjun Lyu, Siyuan Li, Dajiang Zhu, Tianming Liu, Lin Zhao

机构 * School of Computing, University of Georgia（佐治亚大学计算学院） ； Department of Biomedical Engineering, New Jersey Institute of Technology（新泽西理工学院生物医学工程系） ； Department of Computer Science and Engineering, University of Texas at Arlington（德克萨斯大学阿灵顿分校计算机科学与工程系） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

AI总结 本文提出Vibe Medicine，通过自然语言指导AI代理执行复杂生物医学流程，解决多领域数据整合与分析难题，提升研究效率与公平性。

Negation is Not Semantic: Diagnosing Dense Retrieval Failure Modes for Trade-offs in Contradiction-Aware Biomedical QA

否定并非语义：诊断密集检索失败模式以权衡矛盾意识生物医学问答

Soumya Ranjan Sahoo, Gagan N., Sanand Sasidharan, Divya Bharti

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

AI总结 本文研究了密集检索在矛盾意识生物医学问答中的失败模式，提出解耦词法架构和叙事感知重排序方法，提升矛盾检测和引用覆盖能力，实现高精度和可扩展性。

Advancing Problem-Based Learning in Biomedical Engineering in the Era of Generative AI

在生成式人工智能时代推进生物医学工程中的问题式学习

Micky C. Nnamdi, J. Ben Tamo, Benoit Marteau, Wenqi Shi, May D. Wang

机构 * Department of Electrical and Computer Engineering, Georgia Institute of Technology（电气与计算机工程系，佐治亚理工学院） ； Wallace H. Coulter Department of Biomedical Engineering, Electrical and Computer Engineering, Georgia Institute of Technology and Emory University（沃尔什·哈·库尔特生物医学工程系，电气与计算机工程系，佐治亚理工学院和埃默里大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

AI总结 本研究提出一种针对生物医学AI教育的先进PBL框架，通过真实挑战提升学生能力，实现高效AI教育整合。

A Multi-Agent Framework for Medical AI: Leveraging Fine-Tuned GPT, LLaMA, and DeepSeek R1 for Evidence-Based and Bias-Aware Clinical Query Processing

面向医疗AI的多智能体框架：利用微调的GPT、LLaMA和DeepSeek R1进行基于证据和偏见意识的临床查询处理

Naeimeh Nourmohammadi, Md Meem Hossain, The Anh Han, Safina Showkat Ara, Zia Ush Shamszaman

机构 * Department of Computing ； Games, Teesside University, Middlesbrough, United Kingdom Centre for Digital Innovation, Teesside University, Middlesbrough, United Kingdom Faculty of Business \& Technology, University of Sunderland, Sunderland, United Kingdom 纠错

专题命中 生物医学文本 ：medical AI(title,abstract)；biomedical(abstract)

AI总结 本文提出一个多智能体框架，利用微调的GPT、LLaMA和DeepSeek R1，结合证据检索和偏见检查，提升医疗问答的可靠性与准确性。

Comments 27 pages, 14 figures, 5 tables

Benchmarking GPT-5 for biomedical natural language processing

Yu Hou, Zaifu Zhan, Min Zeng, Yifan Wu, Shuang Zhou, Rui Zhang

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

The impact of gamification on learning outcomes: experiences from a Biomedical Engineering course

Gonzalo R. Ríos-Muñoz, Caterina Fuster-Barcelo, Arrate Muñoz-Barrutia

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)

All-optical classification of real biomedical cell images using a diffractive neural network: a simulation study

Norihide Sagami, Yueyun Weng, Cheng Lei, Ryosuke Oketani, Kotaro Hiramatsu

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)

Comments 4 pages, 4 figures

Large Language Model's Multi-Capability Alignment in Biomedical Domain

Wentao Wu, Linqing Chen, Hanmeng Zhong, Weilei Wang

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA

Xiaorui Su, Yibo Wang, Shanghua Gao, Xiaolong Liu, Valentina Giunchiglia, Djork-Arné Clevert, Marinka Zitnik

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

Journal ref ICLR2025

Demo: Interactive Visualization of Semantic Relationships in a Biomedical Project's Talent Knowledge Graph

Jiawei Xu, Zhandos Sembay, Swathi Thaker, Pamela Payne-Foster, Jake Yue Chen, Ying Ding

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

Comments Accepted by GenAI for Health Workshop @ NeurIPS 2024, Vancouver

Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data

Felix J. Dorfner, Amin Dada, Felix Busch, Marcus R. Makowski, Tianyu Han, Daniel Truhn, Jens Kleesiek, Madhumita Sushil, Jacqueline Lammert, Lisa C. Adams, Keno K. Bressem

专题命中 生物医学文本 ：biomedical(title,abstract)；healthcare AI(abstract)

Comments 10 pages, 3 tables, 1 figure

Empowering Biomedical Discovery with AI Agents

Shanghua Gao, Ada Fang, Yepeng Huang, Valentina Giunchiglia, Ayush Noori, Jonathan Richard Schwarz, Yasha Ektefaie, Jovana Kondic, Marinka Zitnik

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)

Detection of fields of applications in biomedical abstracts with the support of argumentation elements

Mariana Neves

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

Annotated Biomedical Video Generation using Denoising Diffusion Probabilistic Models and Flow Fields

Rüveyda Yilmaz, Dennis Eschweiler, Johannes Stegmaier

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

Investigating Large Language Models and Control Mechanisms to Improve Text Readability of Biomedical Abstracts

Zihao Li, Samuel Belkadi, Nicolo Micheletti, Lifeng Han, Matthew Shardlow, Goran Nenadic

专题命中 生物医学文本 ：biomedical(title,abstract)；CT(abstract)

Comments Accepted by IEEE-ICHI 2024 https://ieeeichi2024.github.io/

Can Large Language Models Augment a Biomedical Ontology with missing Concepts and Relations?

Antonio Zaitoun, Tomer Sagi, Szymon Wilk, Mor Peleg

专题命中 生物医学文本 ：biomedical(title,abstract)；CT(abstract)

Comments Presented as a short paper at the Knowledge Representation for Healthcare 2023 workshop

BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis

Ayoub Harnoune, Maryem Rhanoui, Mounia Mikram, Siham Yousfi, Zineb Elkaimbillah, Bouchra El Asri

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

Pixel-Level Explanation of Multiple Instance Learning Models in Biomedical Single Cell Images

Ario Sadafi, Oleksandra Adonkina, Ashkan Khakzar, Peter Lienemann, Rudolf Matthias Hehr, Daniel Rueckert, Nassir Navab, Carsten Marr

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

Comments Accepted for publication at the international conference on Information Processing in Medical Imaging (IPMI 2023)

LitMC-BERT: transformer-based multi-label classification of biomedical literature with an application on COVID-19 literature curation

Qingyu Chen, Jingcheng Du, Alexis Allot, Zhiyong Lu

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

What Would it Take to get Biomedical QA Systems into Practice?

Gregory Kell, Iain J. Marshall, Byron C. Wallace, Andre Jaun

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

Comments Accepted by MRQA workshop at EMNLP 2021

BBAEG: Towards BERT-based Biomedical Adversarial Example Generation for Text Classification

Ishani Mondal

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)

Comments To appear in NAACL 2021