语言大模型 / LLM

Medical Large Vision Language Models with Multi-Image Visual Ability

Xikai Yang, Juzheng Miao, Yuchen Yuan, Jiaze Wang, Qi Dou, Jinpeng Li, Pheng-Ann Heng

机构 * Dept. of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China（计算机科学与工程系，香港中文大学，香港，中国） ； Institute of Medical Intelligence and XR, The Chinese University of Hong Kong, Hong Kong, China（医学智能与XR研究所，香港中文大学，香港，中国） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

Comments 10 pages, 4 figures

Mitigating Overfitting in Medical Imaging: Self-Supervised Pretraining vs. ImageNet Transfer Learning for Dermatological Diagnosis

Iván Matas, Carmen Serrano, Miguel Nogales, David Moreno, Lara Ferrándiz, Teresa Ojeda, Begoña Acha

专题命中 领域大模型 ：pretraining(title,abstract)；分类 cs.AI

Comments 6 pages, 2 tables, 2 figures

An Inclusive Foundation Model for Generalizable Cytogenetics in Precision Oncology

Changchun Yang, Weiqian Dai, Yilan Zhang, Siyuan Chen, Jingdong Hu, Junkai Su, Yuxuan Chen, Ao Xu, Na Li, Xin Gao, Yongguo Yu

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.AI

Comments These authors contributed equally to this work: Changchun Yang, Weiqian Dai, Yilan Zhang

NeoN: A Tool for Automated Detection, Linguistic and LLM-Driven Analysis of Neologisms in Polish

Aleksandra Tomaszewska, Dariusz Czerski, Bartosz Żuk, Maciej Ogrodniczuk

机构 * Institute of Computer Science, Polish Academy of Sciences（波兰科学院计算机科学研究所） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；分类 cs.CL

Comments 15 pages, this is an extended version of a paper accepted for the 25th International Conference on Computational Science (ICCS), 7-9 July 2025

Open Set Domain Adaptation with Vision-language models via Gradient-aware Separation

Haoyang Chen

专题命中 领域大模型 ：language model(title)；pretraining(abstract)；分类 cs.LG

Agentic Publications: An LLM-Driven Framework for Interactive Scientific Publishing, Supplementing Traditional Papers with AI-Powered Knowledge Systems

Roberto Pugliese, George Kourousias, Francesco Venier, Grazia Garlatti Costa

专题命中 领域大模型 ：LLM(title,abstract)；分类 cs.AI

Performance of Zero-Shot Time Series Foundation Models on Cloud Data

William Toner, Thomas L. Lee, Artjom Joosen, Rajkarn Singh, Martin Asenov

机构 * Systems Infrastructure Lab, Edinburgh Research Centre, Huawei（系统基础设施实验室，爱丁堡研究中心，华为） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.LG

Comments 5 pages, presented at the "I Can't Believe It's Not Better" workshop at ICLR 2025

Repurposing Foundation Model for Generalizable Medical Time Series Classification

Nan Huang, Haishuai Wang, Zihuai He, Marinka Zitnik, Xiang Zhang

机构 * University of North Carolina at Charlotte（北卡罗来纳大学夏洛特分校） ； Zhejiang University（浙江大学） ； Stanford University（斯坦福大学） ； Harvard University（哈佛大学） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.LG

Automating the Search for Artificial Life with Foundation Models

Akarsh Kumar, Chris Lu, Louis Kirsch, Yujin Tang, Kenneth O. Stanley, Phillip Isola, David Ha

机构 * MIT（麻省理工学院） ； Sakana AI（Sakana人工智能） ； OpenAI ； The Swiss AI Lab IDSIA（瑞士人工智能实验室IDSIA） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.AI

Comments 30 pages, 19 figures

SSR: Alignment-Aware Modality Connector for Speech Language Models

Weiting Tan, Hirofumi Inaguma, Ning Dong, Paden Tomasello, Xutai Ma

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Meta AI Research（Meta AI研究） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL

Comments IWSLT 2025

Improving Generalization of Medical Image Registration Foundation Model

Jing Hu, Kaiwei Yu, Hongjiang Xian, Shu Hu, Xin Wang

机构 * Chengdu University of Information Technology（成都信息学院） ； Purdue University（普渡大学） ； University at Albany, State University of New York（纽约州立大学阿尔巴尼分校） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.AI

Comments IJCNN

Clinical Insights: A Comprehensive Review of Language Models in Medicine

Nikita Neveditsin, Pawan Lingras, Vijay Mago

机构 * Department of Mathematics and Computing Science, Saint Mary’s University（数学与计算科学系，圣玛丽大学） ； School of Health Policy and Management, York University（健康政策与管理学院，约克大学） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

Comments Submitted to PLOS Digital Health, Revision 1

How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model

Hanxue Gu, Haoyu Dong, Jichen Yang, Maciej A. Mazurowski

机构 * Department of Electrical and Computer Engineering, Duke University, US（杜克大学电气与计算机工程系） ； Department of Biostatistics & Bioinformatics, Duke University, US（杜克大学生物统计学与生物信息学系） ； Department of Computer Science, Duke University, US（杜克大学计算机科学系） ； Department of Radiology, Duke University, US（杜克大学放射学系） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.LG

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA)

Journal ref Machine.Learning.for.Biomedical.Imaging. 3 (2025)

Clean & Clear: Feasibility of Safe LLM Clinical Guidance

Julia Ive, Felix Jozsa, Nick Jackson, Paulina Bondaronek, Ciaran Scott Hill, Richard Dobson

机构 * University College London（伦敦大学学院） ； Wolfson Institute of Biomedical Research（生物医学研究沃尔夫森研究所） ； King’s College Hospital（国王学院医院） ； National Hospital for Neurology and Neurosurgery（神经病学与神经外科国家医院） ； King’s College London（伦敦国王学院） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；分类 cs.CL

LLM-based Text Simplification and its Effect on User Comprehension and Cognitive Load

Theo Guidroz, Diego Ardila, Jimmy Li, Adam Mansour, Paul Jhun, Nina Gonzalez, Xiang Ji, Mike Sanchez, Sujay Kakarmath, Mathias MJ Bellaiche, Miguel Ángel Garrido, Faruk Ahmed, Divyansh Choudhary, Jay Hartford, Chenwei Xu, Henry Javier Serrano Echeverria, Yifan Wang, Jeff Shaffer, Eric, Cao, Yossi Matias, Avinatan Hassidim, Dale R Webster, Yun Liu, Sho Fujiwara, Peggy Bui, Quang Duong

专题命中 领域大模型 ：LLM(title,abstract)；分类 cs.CL

VTS-LLM: Domain-Adaptive LLM Agent for Enhancing Awareness in Vessel Traffic Services through Natural Language

Sijin Sun, Liangbin Zhao, Ming Deng, Xiuju Fu

机构 * Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR IHPC)（高性能计算研究所，科技研究局（A*STAR IHPC）） ； National University of Singapore（国立新加坡大学） ； Shanghai University（上海大学） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；分类 cs.CL

Comments 8 pages, 5 figures, 7 tablels, submitted to ITSC2025

A Multimodal Pipeline for Clinical Data Extraction: Applying Vision-Language Models to Scans of Transfusion Reaction Reports

Henning Schäfer, Cynthia S. Schmidt, Johannes Wutzkowsky, Kamil Lorek, Lea Reinartz, Johannes Rückert, Christian Temme, Britta Böckmann, Peter A. Horn, Christoph M. Friedrich

机构 * Institute for Transfusion Medicine, University Hospital Essen, Hufelandstraße 55, Essen, Germany（1 输血医学研究所，埃森大学医院，Hufelandstraße 55，德国） ； Department of Computer Science, University of Applied Sciences and Arts Dortmund (FHDO), Emil-Figge Str. 42, Dortmund, Germany（2 计算机科学系，多特蒙德应用科学大学（FHDO），Emil-Figge Str. 42，德国） ； Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Hufelandstraße 55, Essen, Germany（3 医学信息学、生物统计学和流行病学研究所（IMIBE），埃森大学医院，Hufelandstraße 55，德国） ； Institute for AI in Medicine (IKIM), University Hospital Essen, Girardetstraße 2, Essen, Germany（4 医学人工智能研究所（IKIM），埃森大学医院，Girardetstraße 2，德国） ； Institute of Interventional and Diagnostic Radiology and Neuroradiology, University Hospital Essen, Hufelandstraße 55, Essen, Germany（5 干预性和诊断放射学及神经放射学研究所，埃森大学医院，Hufelandstraße 55，德国） ； Department of Dermatology, University Hospital Essen, Hufelandstraße 55, Essen, Germany（6 皮肤科系，埃森大学医院，Hufelandstraße 55，德国） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL

Using customized GPT to develop prompting proficiency in architectural AI-generated images

Juan David Salazar Rodriguez, Sam Conrad Joyce, Julfendi

专题命中 领域大模型 ：prompting(title,abstract)；分类 cs.AI

Creating Targeted, Interpretable Topic Models with LLM-Generated Text Augmentation

Anna Lieb, Maneesh Arora, Eni Mustafaraj

专题命中 领域大模型 ：LLM(title,abstract)；分类 cs.CL

Comments Presented at IC2S2 2024 in Philadelphia, USA

Meta-Entity Driven Triplet Mining for Aligning Medical Vision-Language Models

Saban Ozturk, Melih B. Yilmaz, Muti Kara, M. Talat Yavuz, Aykut Koç, Tolga Çukur

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

Comments 18 pages, 7 figures, 6 tables

Evaluating Vision Language Models (VLMs) for Radiology: A Comprehensive Analysis

Frank Li, Hari Trivedi, Bardia Khosravi, Theo Dapamede, Mohammadreza Chavoshi, Abdulhameed Dere, Rohan Satya Isaac, Aawez Mansuri, Janice Newsome, Saptarshi Purkayastha, Judy Gichoya

专题命中 领域大模型 ：language model(title)；foundation model(abstract)；分类 cs.AI

Expanding the Generative AI Design Space through Structured Prompting and Multimodal Interfaces

Nimisha Karnatak, Adrien Baranes, Rob Marchant, Huinan Zeng, Tríona Butler, Kristen Olson

机构 * University of Oxford（牛津大学） ； Google DeepMind（谷歌DeepMind） ； King’s College London（伦敦大学学院） 纠错

专题命中 领域大模型 ：prompting(title,abstract)；分类 cs.AI

Comments Accepted at CHI'25 Workshop on Designing and Developing User Interfaces with AI

OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding

Songtao Jiang, Yuan Wang, Sibo Song, Yan Zhang, Zijie Meng, Bohan Lei, Jian Wu, Jimeng Sun, Zuozhu Liu

机构 * Zhejiang University（浙江大学） ； Alibaba Group（阿里巴巴集团） ； UIUC（伊利诺伊大学香槟分校） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL

IFShip: Interpretable Fine-grained Ship Classification with Domain Knowledge-Enhanced Vision-Language Models

Mingning Guo, Mengwei Wu, Yuxiang Shen, Haifeng Li, Chao Tao

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL

Journal ref Pattern Recognition, 166, 111672 (2025)

Designing a reliable lateral movement detector using a graph foundation model

Corentin Larroche

机构 * French Cybersecurity Agency (ANSSI)（法国网络安全局） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.LG

Prototype-Guided Diffusion for Digital Pathology: Achieving Foundation Model Performance with Minimal Clinical Data

Ekaterina Redekop, Mara Pleasure, Vedrana Ivezic, Zichen Wang, Kimberly Flores, Anthony Sisk, William Speier, Corey Arnold

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.AI

Can Vision-Language Models Understand and Interpret Dynamic Gestures from Pedestrians? Pilot Datasets and Exploration Towards Instructive Nonverbal Commands for Cooperative Autonomous Vehicles

Tonko E. W. Bossen, Andreas Møgelmose, Ross Greer

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

A Framework for Lightweight Responsible Prompting Recommendation

Tiago Machado, Sara E. Berger, Cassia Sanctos, Vagner Figueiredo de Santana, Lemara Williams, Zhaoqing Wu

专题命中 领域大模型 ：prompting(title,abstract)；分类 cs.AI

Comments 13 pages, 3 figures, 3 tables, 1 algorithm

A Multimodal Vision Foundation Model for Clinical Dermatology

Siyuan Yan, Zhen Yu, Clare Primiero, Cristina Vico-Alonso, Zhonghua Wang, Litao Yang, Philipp Tschandl, Ming Hu, Lie Ju, Gin Tan, Vincent Tang, Aik Beng Ng, David Powell, Paul Bonnington, Simon See, Elisabetta Magnaterra, Peter Ferguson, Jennifer Nguyen, Pascale Guitera, Jose Banuls, Monika Janda, Victoria Mar, Harald Kittler, H. Peter Soyer, Zongyuan Ge

专题命中 领域大模型 ：foundation model(title,abstract)；分类 cs.AI

Comments 74 pages; Preprint; The code can be found at https://github.com/SiyuanYan1/PanDerm

Enhancing Recommender Systems Using Textual Embeddings from Pre-trained Language Models

Ngoc Luyen Le, Marie-Hélène Abel

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

Journal ref The 8th International Conference on Information Technology & Systems, Jan 2025, Mexico City, Mexico