语言大模型 / LLM

VRAgent-R1: Boosting Video Recommendation with MLLM-based Agents via Reinforcement Learning

Siran Chen, Boyu Chen, Chenyun Yu, Yuxiao Luo, Ouyang Yi, Lei Cheng, Chengxiang Zhuo, Zang Li, Yali Wang

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

BACTA-GPT: An AI-Based Bayesian Adaptive Clinical Trial Architect

Krishna Padmanabhan, Danny Baker

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 15 pages plus 9 page appendix

Multimodal Medical Code Tokenizer

Xiaorui Su, Shvat Messica, Yepeng Huang, Ruth Johnson, Lukas Fesser, Shanghua Gao, Faryad Sahneh, Marinka Zitnik

机构 * Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA（生物医学信息学系，哈佛医学院，波士顿，马萨诸塞州，美国） 纠错

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

Comments ICML'25

LMPVC and Policy Bank: Adaptive voice control for industrial robots with code generating LLMs and reusable Pythonic policies

Ossi Parikka, Roel Pieters

机构 * Cognitive Robotics group, Unit of Automation Technology and Mechanical Engineering, Tampere University（认知机器人组、自动化技术与机械工程单位、塔尔皮奥大学） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Accepted by the 2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN). For further information, videos and code, see https://github.com/ozzyuni/LMPVC

CODS : A Theoretical Model for Computational Design Based on Design Space

Nan Cao, Xiaoyu Qi, Chuer Chen, Xiaoke Yan

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Social Group Bias in AI Finance

Thomas R. Cook, Sophia Kazinnik

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation

Bohan Lyu, Yadi Cao, Duncan Watson-Parris, Leon Bergen, Taylor Berg-Kirkpatrick, Rose Yu

机构 * Tsinghua University（清华大学） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 37 pages, 16 figures

Journal ref In Proceedings of the Forty-second International Conference on Machine Learning (ICML 2025)

Robust Instant Policy: Leveraging Student's t-Regression Model for Robust In-context Imitation Learning of Robot Manipulation

Hanbit Oh, Andrea M. Salcedo-Vázquez, Ixchel G. Ramirez-Alpizar, Yukiyasu Domae

机构 * Industrial Cyber-Physical Systems Research Center at the National Institute of Advanced Industrial Science and Technology (AIST), Japan（日本国家先进工业科学技术研究院工业闭环系统研究中心） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2025 accepted

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs

Alsharif Abuadbba, Chris Hicks, Kristen Moore, Vasilios Mavroudis, Burak Hasircioglu, Diksha Goel, Piers Jennings

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 10 pages

Towards Visualizing Electronic Medical Records via Natural Language Queries

Haodi Zhang, Siqi Ning, Qiyong Zheng, Jinyin Nie, Liangjie Zhang, Weicheng Wang, Yuanfeng Song

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

ProMedTS: A Self-Supervised, Prompt-Guided Multimodal Approach for Integrating Medical Text and Time Series

Shuai Niu, Jing Ma, Hongzhan Lin, Liang Bai, Zhihua Wang, Wei Bi, Yida Xu, Guo Li, Xian Yang

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Shanxi University（山西大学） ； Shanghai Institute for Advanced Study of Zhejiang University（浙江大学上海研究院） ； Tencent AI Lab（腾讯人工智能实验室） ； Manchester Metropolitan University（曼彻斯特 Metropolitan 大学） ； The University of Manchester（曼彻斯特大学） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments This paper is accepted by ACL2025(Findings)

Expert-in-the-Loop Systems with Cross-Domain and In-Domain Few-Shot Learning for Software Vulnerability Detection

David Farr, Kevin Talty, Alexandra Farr, John Stockdale, Iain Cruickshank, Jevin West

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；prompting(abstract)

Accelerating Causal Network Discovery of Alzheimer Disease Biomarkers via Scientific Literature-based Retrieval Augmented Generation

Xiaofan Zhou, Liangjie Huang, Pinyang Cheng, Wenpen Yin, Rui Zhang, Wenrui Hao, Lu Cheng

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 9 pages, under review

Supporting Construction Worker Well-Being with a Multi-Agent Conversational AI System

Fan Yang, Yuan Tian, Jiansong Zhang

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

AI Scientists Fail Without Strong Implementation Capability

Minjun Zhu, Qiujie Xie, Yixuan Weng, Jian Wu, Zhen Lin, Linyi Yang, Yue Zhang

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Position

Technical Report for Egocentric Mistake Detection for the HoloAssist Challenge

Constantin Patsch, Marsil Zakour, Yuankai Wu, Eckehard Steinbach

机构 * Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

A Framework for Auditing Chatbots for Dialect-Based Quality-of-Service Harms

Emma Harvey, Rene F. Kizilcec, Allison Koenecke

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 2025 ACM Conference on Fairness, Accountability, and Transparency (FAccT'25)

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging

Zhenyang Cai, Junying Chen, Rongsheng Wang, Weihong Wang, Yonglin Deng, Dingjie Song, Yize Chen, Zixu Zhang, Benyou Wang

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

From Citations to Criticality: Predicting Legal Decision Influence in the Multilingual Swiss Jurisprudence

Ronja Stern, Ken Kawamura, Matthias Stürmer, Ilias Chalkidis, Joel Niklaus

机构 * University of Bern（伯尔尼大学） ； Bern University of Applied Sciences（伯尔尼应用科学大学） ； Stanford University（斯坦福大学） ； University of Copenhagen（哥本哈根大学） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to ACL main 2025

On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains

Xun Xian, Ganghua Wang, Xuan Bi, Jayanth Srinivasa, Ashish Kundu, Charles Fleming, Mingyi Hong, Jie Ding

机构 * Department of ECE University of Minnesota（电子工程系明尼苏达大学） ； Data Science Institute University of Chicago（数据科学研究所芝加哥大学） ； Carlson School of Management University of Minnesota（卡尔森管理学院明尼苏达大学） ； Department of Surgery University of Minnesota（外科系明尼苏达大学） ； Cisco Research（思科研究） ； School of Statistics University of Minnesota（统计学学院明尼苏达大学） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by ICML 2025

Does Johnny Get the Message? Evaluating Cybersecurity Notifications for Everyday Users

Victor Jüttner, Erik Buchmann

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Knowledge Base Construction for Knowledge-Augmented Text-to-SQL

Jinheon Baek, Horst Samulowitz, Oktie Hassanzadeh, Dharmashankar Subramanian, Sola Shirai, Alfio Gliozzo, Debarun Bhattacharjya

机构 * KAIST（韩国科学技术院） ； IBM Research（IBM研究院） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ACL Findings 2025

Improving Recommendation Fairness without Sensitive Attributes Using Multi-Persona LLMs

Haoran Xin, Ying Sun, Chao Wang, Yanke Yu, Weijia Zhang, Hui Xiong

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 18 pages, 9 figures

Toward Human Centered Interactive Clinical Question Answering System

Dina Albassam

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；prompting(abstract)

C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation

Guoxin Chen, Minpeng Liao, Peiying Yu, Dingmin Wang, Zile Qiao, Chao Yang, Xin Zhao, Kai Fan

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Tongyi Lab（通义实验室） ； Soochow University（苏州大学） ； University of Oxford（牛津大学） ； Tsinghua University（清华大学） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Camera ready version for ICML 2025

HORAE: A Domain-Agnostic Language for Automated Service Regulation

Yutao Sun, Mingshuai Chen, Tiancheng Zhao, Kangjia Zhao, He Li, Jintao Chen, Zhongyi Wang, Liqiang Lu, Xinkui Zhao, Shuiguang Deng, Jianwei Yin

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Full version of IJCAI 2025

Digital Pathway Curation (DPC): a pipeline able to assess the reproducibility, consensus and accuracy in biomedical search retrieval by comparing Gemini, PubMed, and Scientific Reviewers

Flavio Lichtenstein, Daniel Alexandre de Souza, Carlos Eduardo Madureira Trufen, Victor Wendel da Silva Gonçalves, Juliana de Paula Bernardes, Vinicius Miranda Baroni, Carlos DeOcesano-Pereira, Leonardo Fontoura Ormundo, Fabio Augusto Labre de Souza, Olga Celia Martinez Ibañez, Nancy Starobinas, Luciano Rodrigo Lopes, Aparecida Maria Fontes, Sonia Aparecida de Andrade, Ana Marisa Chudzinski-Tavassi

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Main article: 7 figures and 10 tables. Supplementary information: 22 figures and 59 tables

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Qianru Zhang, Liang Qu, Honggang Wen, Dong Huang, Siu-Ming Yiu, Nguyen Quoc Viet Hung, Hongzhi Yin

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Multi-agents based User Values Mining for Recommendation

Lijian Chen, Wei Yuan, Tong Chen, Xiangyu Zhao, Nguyen Quoc Viet Hung, Hongzhi Yin

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Stealing Creator's Workflow: A Creator-Inspired Agentic Framework with Iterative Feedback Loop for Improved Scientific Short-form Generation

Jong Inn Park, Maanas Taneja, Qianwen Wang, Dongyeop Kang

机构 * University of Minnesota（明尼苏达大学） 纠错

专题命中 领域大模型 ：LLM(abstract)；prompting(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Project page: https://minnesotanlp.github.io/scitalk-project-page/