语言大模型 / LLM

2511.15316 2025-11-20 cs.CV 50%

What Your Features Reveal: Data-Efficient Black-Box Feature Inversion Attack for Split DNNs

Zhihan Ren, Lijun He, Jiaxi Liang, Xinzhu Fu, Haixia Bi, Fan Li

机构 * Xi’an Jiaotong University（西安交通大学）

专题命中效率与部署：language model(abstract)

2511.15312 2025-11-20 cs.CV 50%

A Multimodal Transformer Approach for UAV Detection and Aerial Object Recognition Using Radar, Audio, and Video Data

Mauro Larrat, Claudomiro Sales

机构 * Institute of Exact and Natural Sciences（精确与自然科学研究所）； Federal University of Pará（巴西亚马逊联邦大学）

专题命中效率与部署：prompting(abstract)

Comments 23 pages, 7 figures

2511.15370 2025-11-20 cs.CL cs.AI 90%

The Empowerment of Science of Science by Large Language Models: New Tools and Methods

Guoqiang Liang, Jingqian Gong, Mengxuan Li, Gege Lin, Shuo Zhang

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

Comments The manuscript is currently ongoing the underreview process of the journal of information science

2511.15074 2025-11-20 cs.AI cs.CL 90%

Knowledge-Informed Automatic Feature Extraction via Collaborative Large Language Model Agents

Henrik Bradland, Morten Goodwin, Vladimir I. Zadorozhny, Per-Arne Andersen

机构 * School of Computing and Information, University of Pittsburgh, Pittsburgh, USA（计算机与信息学院，匹兹堡大学，美国匹兹堡）； Centre for Artificial Intelligence Research, University of Agder, Grimstad, Norway（人工智能研究中心，阿格德大学，挪威格里斯塔德）

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

Comments 19 pages, 4 figures, in review

2511.14770 2025-11-20 cs.IR cs.AI 89%

ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models

Bo Ma, LuYao Liu, ZeHua Hu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China

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

2511.10900 2025-11-20 cs.CL cs.AI 86%

Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering

Xueren Ge, Sahil Murtaza, Anthony Cortez, Homa Alemzadeh

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

Comments Accepted by AAAI 2026

2511.15456 2025-11-20 cs.AI q-fin.GN 85%

Know Your Intent: An Autonomous Multi-Perspective LLM Agent Framework for DeFi User Transaction Intent Mining

了解您的意图：一种自主多视角大语言模型代理框架用于DeFi用户交易意图挖掘

Qian'ang Mao, Yuxuan Zhang, Jiaman Chen, Wenjun Zhou, Jiaqi Yan

机构 * Nanjing University（南京大学）； The University of Tennessee, Knoxville（田纳西大学）

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

AI总结本文提出TIM框架，通过多视角LLM代理系统挖掘DeFi用户交易意图，提升意图推断的准确性和可验证性。

Comments Written in 2025 Q1

2511.05171 2025-11-20 cs.LG cs.AI cs.SD 84%

Model Merging Improves Zero-Shot Generalization in Bioacoustic Foundation Models

Davide Marincione, Donato Crisostomi, Roberto Dessi, Emanuele Rodolà, Emanuele Rossi

机构 * Department of Computer Science, Sapienza University of Rome（计算机科学系，罗马大学）

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

2511.14936 2025-11-20 cs.LG cs.CL 84%

How to Train Private Clinical Language Models: A Comparative Study of Privacy-Preserving Pipelines for ICD-9 Coding

Mathieu Dufour, Andrew Duncan

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

Comments 10 pages, 5 figures. Accepted to the Privacy-Preserving Machine Learning Workshop at EurIPS 2025

2501.15791 2025-11-20 cs.AI cs.MA 77%

Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs

Yu Li, Yi Huang, Guilin Qi, Junlan Feng, Nan Hu, Songlin Zhai, Haohan Xue, Yongrui Chen, Ruoyan Shen, Tongtong Wu

机构 * Southeast University（东南大学）； China Mobile Research Institute（中国移动研究院）； Monash University（墨尔本大学）

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

Comments This paper has been ACCEPTED as a FULL PAPER at DASFAA 2025 (Oral)

2511.15443 2025-11-20 cs.IR cs.CL 70%

CroPS: Improving Dense Retrieval with Cross-Perspective Positive Samples in Short-Video Search

CroPS：通过跨视角正样本提升密集检索（短视频搜索）

Ao Xie, Jiahui Chen, Quanzhi Zhu, Xiaoze Jiang, Zhiheng Qin, Enyun Yu, Han Li

机构 * Kuaishou Technology（快手科技）

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

AI总结 CroPS通过引入多视角正样本提升短视频检索性能，减少查询重述率，已在快手搜索部署。

Comments AAAI-2026, Oral

2506.13909 2025-11-20 cs.LG 57%

Few-Shot Learning for Industrial Time Series: A Comparative Analysis Using the Example of Screw-Fastening Process Monitoring

Xinyuan Tu

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

Comments arXiv admin comment: This version has been removed by arXiv administrators as the submitter did not have the rights to agree to the license at the time of submission

2407.09299 2025-11-20 cs.CV 50%

PID: Physics-Informed Diffusion Model for Infrared Image Generation

Fangyuan Mao, Jilin Mei, Shun Lu, Fuyang Liu, Liang Chen, Fangzhou Zhao, Yu Hu

机构 * Research Center for Intelligent Computing Systems, Institute of Computing Technology, Chinese Academy of Sciences（智能计算系统研究中心，计算技术研究所，中国科学院）； School of Computer Science and Technology, University of Chinese Academy of Sciences（计算机科学与技术学院，中国科学院大学）

专题命中领域大模型：prompting(abstract)

Comments Accepted by Pattern Recognition

2511.15005 2025-11-20 cs.CL cs.AI 89%

Mathematical Analysis of Hallucination Dynamics in Large Language Models: Uncertainty Quantification, Advanced Decoding, and Principled Mitigation

Moses Kiprono

机构 * Catholic University of America（美国天主教大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI；LLM(comments)

Comments 10 pages, theoretical/mathematical LLM research, no figures, intended for peer-reviewed journal

2506.05706 2025-11-20 eess.AS 85%

Bridging the Modality Gap: Softly Discretizing Audio Representation for LLM-based Automatic Speech Recognition

Mu Yang, Szu-Jui Chen, Jiamin Xie, John Hansen

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments ASRU 2025

2511.14780 2025-11-20 cs.AI 83%

Ask WhAI:Probing Belief Formation in Role-Primed LLM Agents

Keith Moore, Jun W. Kim, David Lyu, Jeffrey Heo, Ehsan Adeli

机构 * Department of Biomedical Data Science, Stanford University（生物医学数据科学系，斯坦福大学）

专题命中知识编辑与模型理解：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Preprint. Accepted for publication at AIAS 2025

2511.15324 2025-11-20 cs.LG 79%

On the Internal Semantics of Time-Series Foundation Models

Atharva Pandey, Abhilash Neog, Gautam Jajoo

机构 * Kairosity

专题命中知识编辑与模型理解：foundation model(title,abstract)；分类 cs.LG

2511.05923 2025-11-20 cs.CV 78%

Causal Tracing of Object Representations in Large Vision Language Models: Mechanistic Interpretability and Hallucination Mitigation

Qiming Li, Zekai Ye, Xiaocheng Feng, Weihong Zhong, Weitao Ma, Xiachong Feng

专题命中知识编辑与模型理解：language model(title,abstract)

Comments AAAI2026 Oral

2505.00275 2025-11-20 cs.CV cs.AI 72%

AdCare-VLM: Towards a Unified and Pre-aligned Latent Representation for Healthcare Video Understanding

Md Asaduzzaman Jabin, Hanqi Jiang, Yiwei Li, Patrick Kaggwa, Eugene Douglass, Juliet N. Sekandi, Tianming Liu

机构 * University of Georgia（佐治亚大学）

专题命中知识编辑与模型理解：LLM(abstract)；language model(abstract)；分类 cs.AI；foundation model(comments)

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: 7th International Workshop on Large Scale Holistic Video Understanding: Toward Video Foundation Models

Journal ref Neural Information Processing Systems (NeurIPS 2025)

2507.22720 2025-11-20 cs.CL 70%

Investigating Hallucination in Conversations for Low Resource Languages

Amit Das, Md. Najib Hasan, Souvika Sarkar, Zheng Zhang, Fatemeh Jamshidi, Tathagata Bhattacharya, Nilanjana Raychawdhury, Dongji Feng, Vinija Jain, Aman Chadha

专题命中知识编辑与模型理解：large language model(abstract)；language model(abstract)；分类 cs.CL

2511.15202 2025-11-20 cs.AI 70%

SOLID: a Framework of Synergizing Optimization and LLMs for Intelligent Decision-Making

Yinsheng Wang, Tario G You, Léonard Boussioux, Shan Liu

机构 * Department of Industrial & Systems Engineering, University of Washington（工业与系统工程系，华盛顿大学）； College of Engineering, University of Washington（工程学院，华盛顿大学）； Michael G. Foster School of Business, University of Washington（Michael G. Foster商学院，华盛顿大学）

专题命中知识编辑与模型理解：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments NeurIPS 2025 WORKSHOP ML*OR Workshop: Mathematical Foundations and Operational Integration of Machine Learning for Uncertainty-Aware Decision-Making

2511.15633 2025-11-20 cs.CV cs.LG 57%

Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning

基于CLIP的层次语义树锚定的类增量学习

Tao Hu, Lan Li, Zhen-Hao Xie, Da-Wei Zhou

机构 * School of Artificial Intelligence, Nanjing University（人工智能学院，南京大学）； State Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学）

专题命中知识编辑与模型理解：language model(abstract)；分类 cs.LG

AI总结 HASTEN通过层次语义树锚定方法，有效解决CLIP类增量学习中的灾难性遗忘问题，提升模型对层次化类别结构的保持能力。

2511.14778 2025-11-20 cs.AI 57%

Learning Interestingness in Automated Mathematical Theory Formation

George Tsoukalas, Rahul Saha, Amitayush Thakur, Sabrina Reguyal, Swarat Chaudhuri

机构 * UT Austin（得克萨斯大学）； Princeton University（普林斯顿大学）； Stanford University（斯坦福大学）

专题命中知识编辑与模型理解：LLM(abstract)；分类 cs.AI

Comments NeurIPS 2025 Spotlight

2511.06958 2025-11-20 cs.CV 50%

Learning from the Right Patches: A Two-Stage Wavelet-Driven Masked Autoencoder for Histopathology Representation Learning

Raneen Younis, Louay Hamdi, Lukas Chavez, Zahra Ahmadi

机构 * PLRI Medical Informatics Institute（PLRI医学信息学研究所）； CAIMed Reserch Center（CAIMed研究中心）； Hannover Medical School（汉诺威医学院）； Computer Science Institute（计算机科学研究所）； Leibniz University Hannover（莱比锡大学汉诺威分校）； Sanford Burnham Prebys Medical Discovery Institute（桑福医疗发现研究所）； Rady Children’s Institute for Genomic Medicine（拉迪儿童基因医学研究所）； University of California San Diego（加州大学圣地亚哥分校）

专题命中知识编辑与模型理解：pretraining(abstract)

2511.13586 2025-11-20 cs.CV 50%

Adaptive Multi-Scale Integration Unlocks Robust Cell Annotation in Histopathology Images

Yinuo Xu, Yan Cui, Mingyao Li, Zhi Huang

机构 * Department of Computer and Information Science, University of Pennsylvania（计算机与信息科学系，宾夕法尼亚大学）； Department of Bioengineering, University of Pennsylvania（生物工程系，宾夕法尼亚大学）； Department of Pathology and Laboratory Medicine, University of Pennsylvania（病理学与实验室医学系，宾夕法尼亚大学）； Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania（生物统计学、流行病学与信息学系，宾夕法尼亚大学）

专题命中知识编辑与模型理解：foundation model(abstract)

2510.24804 2025-11-20 cs.CV cs.CL 79%

Conflict Adaptation in Vision-Language Models

Xiaoyang Hu

机构 * Brown University（布朗大学）

专题命中其他LLM ：language model(title,abstract)；分类 cs.CL

Comments Workshop on Interpreting Cognition in Deep Learning Models at NeurIPS 2025

2411.04530 2025-11-20 cs.CL 79%

Tomato, Tomahto, Tomate: Do Multilingual Language Models Understand Based on Subword-Level Semantic Concepts?

Crystina Zhang, Jing Lu, Vinh Q. Tran, Tal Schuster, Donald Metzler, Jimmy Lin

机构 * University of Waterloo（滑铁卢大学）； Google DeepMind（谷歌DeepMind）

专题命中其他LLM ：language model(title,abstract)；分类 cs.CL

Comments 8 pages, 9 figures

2511.15118 2025-11-20 cs.CV 78%

Unbiased Semantic Decoding with Vision Foundation Models for Few-shot Segmentation

Jin Wang, Bingfeng Zhang, Jian Pang, Weifeng Liu, Baodi Liu, Honglong Chen

机构 * School of Control Science and Engineering, China University of Petroleum (East China)（控制科学与工程学院，中国石油大学（华东））

专题命中其他LLM ：foundation model(title,abstract)

2511.14764 2025-11-20 cs.IR cs.AI 77%

Image-Seeking Intent Prediction for Cross-Device Product Search

Mariya Hendriksen, Svitlana Vakulenko, Jordan Massiah, Gabriella Kazai, Emine Yilmaz

机构 * University of Oxford（牛津大学）； Vienna University of Economics and Business（维也纳经济与商业大学）； Amazon（亚马逊公司）

专题命中其他LLM ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Oral at RecSys Gen AI for E-commerce 2025

2511.15512 2025-11-20 cs.CL 70%

Standardising the NLP Workflow: A Framework for Reproducible Linguistic Analysis

标准化NLP工作流程：可重复语言分析的框架

Yves Pauli, Jan-Bernard Marsman, Finn Rabe, Victoria Edkins, Roya Hüppi, Silvia Ciampelli, Akhil Ratan Misra, Nils Lang, Wolfram Hinzen, Iris Sommer, Philipp Homan

专题命中其他LLM ：large language model(abstract)；language model(abstract)；分类 cs.CL

AI总结本文提出LPDS数据结构和pelican nlp框架，旨在通过标准化流程提升语言数据处理的可重复性和透明度。

Comments 26 pages, 3 figures

1. 效率与部署 26 篇