语言大模型 / LLM

OWLed: Outlier-weighed Layerwise Pruning for Efficient Autonomous Driving Framework

Jiaxi Li, Lu Yin, Xilu Wang

机构 * Computer Science Research Centre University of Surrey Guildford, United Kingdom（计算机科学研究中心 英国萨里大学 吉尔福德） 纠错

专题命中 效率与部署 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments IJCNN2025

Real-time speech enhancement in noise for throat microphone using neural audio codec as foundation model

Julien Hauret, Thomas Joubaud, Éric Bavu

专题命中 效率与部署 ：foundation model(title)

Comments 2 pages, 2 figures

Exploring Personalized Health Support through Data-Driven, Theory-Guided LLMs: A Case Study in Sleep Health

Xingbo Wang, Janessa Griffith, Daniel A. Adler, Joey Castillo, Tanzeem Choudhury, Fei Wang

机构 * Weill Cornell Medicine, \ University New York NY USA ； Weill Cornell Medicine, \ University 纠错

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted to CHI Conference on Human Factors in Computing Systems (CHI 2025). Code is available at https://github.com/xingbow/sleephealthLLM

Key-Augmented Neural Triggers for Knowledge Sharing

Alex Wolf, Marco Edoardo Palma, Pooja Rani, Harald C. Gall

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)

How Can Objects Help Video-Language Understanding?

Zitian Tang, Shijie Wang, Junho Cho, Jaewook Yoo, Chen Sun

机构 * Brown University（布朗大学） ； Samsung Electronics（三星电子） 纠错

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)

SecoustiCodec: Cross-Modal Aligned Streaming Single-Codecbook Speech Codec

Chunyu Qiang, Haoyu Wang, Cheng Gong, Tianrui Wang, Ruibo Fu, Tao Wang, Ruilong Chen, Jiangyan Yi, Zhengqi Wen, Chen Zhang, Longbiao Wang, Jianwu Dang, Jianhua Tao

机构 * School of New Media and Communication, Tianjin University（新媒体与传播学院，天津大学） ； Kuaishou Technology（快手科技） ； Tianjin Key Laboratory of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University（认知计算与应用重点实验室，智能计算学院，天津大学） ； Department of Automation, BNRist, Tsinghua University（自动化系，北研所，清华大学） ； Shenzhen Institute of Advanced Technology, Chinese Academy of Science（深圳先进技术研究院，中国科学院） 纠错

专题命中 效率与部署 ：language model(abstract)；分类 cs.CL、cs.AI

Efficient Morphology-Aware Policy Transfer to New Embodiments

Michael Przystupa, Hongyao Tang, Martin Jagersand, Santiago Miret, Mariano Phielipp, Matthew E. Taylor, Glen Berseth

专题命中 效率与部署 ：pretraining(abstract)；分类 cs.LG

Comments 19 pages, 10 Figures, Published at the 2025 Reinforcement Learning Conference

Adaptive AI Agent Placement and Migration in Edge Intelligence Systems

Xingdan Wang, Jiayi He, Zhiqing Tang, Jianxiong Guo, Jiong Lou, Liping Qian, Tian Wang, Weijia Jia

机构 * Institute of Artificial Intelligence and Future Networks, Beijing Normal University, China（人工智能与未来网络研究院，北京师范大学，中国） ； Faculty of Arts and Sciences, Beijing Normal University, China（文理学院，北京师范大学，中国） ； Department of Computer Science and Engineering, Shanghai Jiao Tong University, China（计算机科学与工程系，上海交通大学，中国） ； College of Information Engineering, Zhejiang University of Technology, China（信息工程学院，浙江工业大学，中国） 纠错

专题命中 效率与部署 ：LLM(abstract)；分类 cs.AI

V.I.P. : Iterative Online Preference Distillation for Efficient Video Diffusion Models

Jisoo Kim, Wooseok Seo, Junwan Kim, Seungho Park, Sooyeon Park, Youngjae Yu

机构 * Yonsei University（延世大学） 纠错

专题命中 效率与部署 ：SFT(abstract)；分类 cs.AI

Comments ICCV2025 accepted

CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base

Cong-Duy Nguyen, Xiaobao Wu, Duc Anh Vu, Shuai Zhao, Thong Nguyen, Anh Tuan Luu

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； National University of Singapore, Singapore（国立新加坡大学） 纠错

专题命中 效率与部署 ：language model(abstract)；分类 cs.CL

Efficient Time Series Processing for Transformers and State-Space Models through Token Merging

Leon Götz, Marcel Kollovieh, Stephan Günnemann, Leo Schwinn

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Data Science Institute（慕尼黑数据科学研究所） ； Munich Center for Machine Learning（慕尼黑机器学习中心） 纠错

专题命中 效率与部署 ：foundation model(abstract)；分类 cs.LG

Comments 21 pages in total, 20 figures

Mamba-X: An End-to-End Vision Mamba Accelerator for Edge Computing Devices

Dongho Yoon, Gungyu Lee, Jaewon Chang, Yunjae Lee, Dongjae Lee, Minsoo Rhu

专题命中 效率与部署 ：language model(abstract)

Comments Accepted for publication at the 44th International Conference on Computer-Aided Design (ICCAD), 2025

Multilingual Performance Biases of Large Language Models in Education

Vansh Gupta, Sankalan Pal Chowdhury, Vilém Zouhar, Donya Rooein, Mrinmaya Sachan

机构 * ETH Zurich（苏黎世联邦理工学院） ； Bocconi University（博科尼大学） 纠错

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

Large language models provide unsafe answers to patient-posed medical questions

Rachel L. Draelos, Samina Afreen, Barbara Blasko, Tiffany L. Brazile, Natasha Chase, Dimple Patel Desai, Jessica Evert, Heather L. Gardner, Lauren Herrmann, Aswathy Vaikom House, Stephanie Kass, Marianne Kavan, Kirshma Khemani, Amanda Koire, Lauren M. McDonald, Zahraa Rabeeah, Amy Shah

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

Comments 20 pages

Evaluating Structured Output Robustness of Small Language Models for Open Attribute-Value Extraction from Clinical Notes

Nikita Neveditsin, Pawan Lingras, Vijay Mago

机构 * Saint Mary’s University（圣玛丽大学） ； York University（约克大学） 纠错

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

Comments To appear in the ACL Anthology

From Promising Capability to Pervasive Bias: Assessing Large Language Models for Emergency Department Triage

Joseph Lee, Tianqi Shang, Jae Young Baik, Duy Duong-Tran, Shu Yang, Lingyao Li, Li Shen

机构 * University of Pennsylvania（宾夕法尼亚大学） ； University of South Florida（佛罗里达州立大学） 纠错

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

Comments Presented at GenAI4Health Workshop @ AAAI 2025 (non-archival), Preprint of an article submitted for consideration in Pacific Symposium on Biocomputing 2026

Can Large Language Models Bridge the Gap in Environmental Knowledge?

Linda Smail, David Santandreu Calonge, Firuz Kamalov, Nur H. Orak

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

Comments 20 pages, 3 figures, 7 tables. No external funding

Who Gets Cited? Gender- and Majority-Bias in LLM-Driven Reference Selection

Jiangen He

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

Adaptive Augmentation Policy Optimization with LLM Feedback

Ant Duru, Alptekin Temizel

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

Comments 9 pages, 2 algorithms, 2 tables, submitted for consideration to 2025 International Conference on Machine Vision

From Legacy to Standard: LLM-Assisted Transformation of Cybersecurity Playbooks into CACAO Format

Mehdi Akbari Gurabi, Lasse Nitz, Radu-Mihai Castravet, Roman Matzutt, Avikarsha Mandal, Stefan Decker

机构 * Fraunhofer FIT（弗劳恩霍夫研究所） 纠错

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

Comments 20 pages, including appendices, 32 references, 4 tables, 7 main figures (some of them has sub-figures)

MAUP: Training-free Multi-center Adaptive Uncertainty-aware Prompting for Cross-domain Few-shot Medical Image Segmentation

Yazhou Zhu, Haofeng Zhang

机构 * School of Computer Science（计算机科学学院） ； Nanjing University of Science（南京理工大学） 纠错

专题命中 领域大模型 ：prompting(title,abstract)；foundation model(abstract)

Comments Accepted by MICCAI 2025

Augmenting Continual Learning of Diseases with LLM-Generated Visual Concepts

Jiantao Tan, Peixian Ma, Kanghao Chen, Zhiming Dai, Ruixuan Wang

机构 * Sun Yat-sen University（中山大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Peng Cheng Laboratory（鹏城实验室） ； Key Laboratory of Machine Intelligence and Advanced Computing, MOE（教育部机器智能与先进计算重点实验室） 纠错

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

MedBLINK: Probing Basic Perception in Multimodal Language Models for Medicine

Mahtab Bigverdi, Wisdom Ikezogwo, Kevin Zhang, Hyewon Jeong, Mingyu Lu, Sungjae Cho, Linda Shapiro, Ranjay Krishna

机构 * University of Washington（华盛顿大学） ； Massachusetts Institute of Technology（麻省理工学院） ； Seoul National University（首尔国立大学） 纠错

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

Teaching at Scale: Leveraging AI to Evaluate and Elevate Engineering Education

Jean-Francois Chamberland, Martin C. Carlisle, Arul Jayaraman, Krishna R. Narayanan, Sunay Palsole, Karan Watson

机构 * College of Engineering, Texas A\&M University（工程学院，德克萨斯A&M大学） 纠错

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

Zero-shot Shape Classification of Nanoparticles in SEM Images using Vision Foundation Models

Freida Barnatan, Emunah Goldstein, Einav Kalimian, Orchen Madar, Avi Huri, David Zitoun, Ya'akov Mandelbaum, Moshe Amitay

机构 * Department of Bioinformatics, Jerusalem College of Technology（生物信息学系，耶路撒冷技术学院） ； Bar-Ilan University（巴伊兰大学） ； Jerusalem College of Technology（耶路撒冷技术学院） ； Bar-Ilan Institute of Nanotechnology and Advanced Material（巴伊兰纳米技术与先进材料研究所） ； Department of Electrical Engineering / Department of Electrooptical Engineering and Applied Physics（电气工程系 / 电光学工程与应用物理学系） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)

Predicting EGFR Mutation in LUAD from Histopathological Whole-Slide Images Using Pretrained Foundation Model and Transfer Learning: An Indian Cohort Study

Sagar Singh Gwal, Rajan, Suyash Devgan, Shraddhanjali Satapathy, Abhishek Goyal, Nuruddin Mohammad Iqbal, Vivaan Jain, Prabhat Singh Mallik, Deepali Jain, Ishaan Gupta

专题命中 领域大模型 ：foundation model(title,abstract)

Comments 14 pages, 4 figures and 2 tables

Data Overdose? Time for a Quadruple Shot: Knowledge Graph Construction using Enhanced Triple Extraction

Taine J. Elliott, Stephen P. Levitt, Ken Nixon, Martin Bekker

机构 * School of Electrical ； Information Engineering, University of the Witwatersrand, Johannesburg, South Africa 纠错

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

Comments 18 pages, 8 figures, Published in the Annual Conference of South African Institute of Computer Scientists and Information Technologists, Preprint (author original)

Journal ref In: Gerber, A. (eds) South African Computer Science and Information Systems Research Trends. SAICSIT 2025. Communications in Computer and Information Science, vol 2583. Springer, Cham

Token-Level Precise Attack on RAG: Searching for the Best Alternatives to Mislead Generation

Zizhong Li, Haopeng Zhang, Jiawei Zhang

机构 * University of California, Davis（加州大学戴维斯分校） ； University of Hawaii at Mānoa（夏威夷大学马诺阿分校） 纠错

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

AGENTiGraph: A Multi-Agent Knowledge Graph Framework for Interactive, Domain-Specific LLM Chatbots

Xinjie Zhao, Moritz Blum, Fan Gao, Yingjian Chen, Boming Yang, Luis Marquez-Carpintero, Mónica Pina-Navarro, Yanran Fu, So Morikawa, Yusuke Iwasawa, Yutaka Matsuo, Chanjun Park, Irene Li

机构 * The University of Tokyo（东京大学） ； University of Bielefeld（比勒菲尔德大学） ； University of Alicante（阿利坎特大学） ； Soongsil University（顺世大学） 纠错

专题命中 领域大模型 ：LLM(title)；分类 cs.CL、cs.AI

Comments CIKM 2025, Demo Track

Current State in Privacy-Preserving Text Preprocessing for Domain-Agnostic NLP

Abhirup Sinha, Pritilata Saha, Tithi Saha

机构 * Paderborn University（帕德博恩大学） ； Vellore Institute of Technology（韦洛尔理工学院） 纠错

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

Comments To be published in the Proceedings of Die Studierendenkonferenz Informatik (SKILL) 2024