语言大模型 / LLM - arXivDaily 专题

2510.16367 2025-10-21 cs.CR 89%

EditMark: Watermarking Large Language Models based on Model Editing

Shuai Li, Kejiang Chen, Jun Jiang, Jie Zhang, Qiyi Yao, Kai Zeng, Weiming Zhang, Nenghai Yu

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

2509.19360 2025-10-21 cs.CL cs.AI 88%

Semantic Representation Attack against Aligned Large Language Models

Jiawei Lian, Jianhong Pan, Lefan Wang, Yi Wang, Shaohui Mei, Lap-Pui Chau

机构 * Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University（香港理工大学电子与电气工程系）； School of Electronics and Information, Northwestern Polytechnical University（西北工业大学电子与信息学院）

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

2510.17028 2025-10-21 cs.CL cs.LG 86%

Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models

Kyle Cox, Jiawei Xu, Yikun Han, Rong Xu, Tianhao Li, Chi-Yang Hsu, Tianlong Chen, Walter Gerych, Ying Ding

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

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence. 39, 22 (Apr. 2025), 23696-23703

2504.14345 2025-10-21 q-fin.PM cs.AI 85%

LLM-Enhanced Black-Litterman Portfolio Optimization

Youngbin Lee, Yejin Kim, Juhyeong Kim, Suin Kim, Yongjae Lee

机构 * Elice AI Quant Lab, MODULABS Seoul Republic of Korea ； Meritz Fire \& Marine Insurance AI Quant Lab, MODULABS Seoul Republic of Korea ； Mirae Asset Global Investments AI Quant Lab, MODULABS Seoul Republic of Korea ； Ulsan National Institute of Science ； Elice AI Quant Lab, MODULABS ； Meritz Fire \& Marine Insurance AI Quant Lab, MODULABS ； Mirae Asset Global Investments AI Quant Lab, MODULABS

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

Comments Presented at the CIKM 2025 Workshop on Financial AI (https://advancesinfinancialai.com/)

2510.15977 2025-10-21 cs.LG cs.AI cs.CL 80%

Bolster Hallucination Detection via Prompt-Guided Data Augmentation

Wenyun Li, Zheng Zhang, Dongmei Jiang, Xiangyuan Lan

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

2510.15430 2025-10-21 cs.CV cs.AI 79%

Learning to Detect Unknown Jailbreak Attacks in Large Vision-Language Models

Shuang Liang, Zhihao Xu, Jialing Tao, Hui Xue, Xiting Wang

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

Comments Withdrawn due to an accidental duplicate submission. This paper (arXiv:2510.15430) was unintentionally submitted as a new entry instead of a new version of our previous work (arXiv:2508.09201)

2510.17603 2025-10-21 cs.CV 78%

ShapeCraft: LLM Agents for Structured, Textured and Interactive 3D Modeling

Shuyuan Zhang, Chenhan Jiang, Zuoou Li, Jiankang Deng

机构 * Imperial College London（伦敦帝国学院）； Hong Kong University of Science and Technology（香港科学与技术大学）

专题命中知识编辑与模型理解：LLM(title,abstract)

Comments NeurIPS 2025 Poster

2504.13169 2025-10-21 cs.CV 78%

Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling

Tsung-Han Wu, Heekyung Lee, Jiaxin Ge, Joseph E. Gonzalez, Trevor Darrell, David M. Chan

机构 * UC Berkeley（加州大学伯克利分校）； POSTECH

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

Comments Accepted to NeurIPS 2025; Project Page: https://reverse-vlm.github.io

2502.17598 2025-10-21 cs.LG cs.AI cs.CL 75%

Hallucination Detection in LLMs Using Spectral Features of Attention Maps

Jakub Binkowski, Denis Janiak, Albert Sawczyn, Bogdan Gabrys, Tomasz Kajdanowicz

机构 * Wroclaw University of Science and Technology（沃拉日-克拉夫大学科学与技术学院）； University of Technology Sydney（悉尼技术大学）

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

Comments Accepted to EMNLP 2025. Code available at https://github.com/graphml-lab-pwr/lapeigvals

2510.15188 2025-10-21 cs.CR cs.LG 70%

OCR-APT: Reconstructing APT Stories from Audit Logs using Subgraph Anomaly Detection and LLMs

Ahmed Aly, Essam Mansour, Amr Youssef

机构 * Concordia University（康科德大学）

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

Comments This is the authors' extended version of the paper accepted for publication at the ACM SIGSAC Conference on Computer and Communications Security (CCS 2025). The final published version is available at https://doi.org/10.1145/3719027.3765219

2505.13946 2025-10-21 cs.AI 70%

Visual Instruction Bottleneck Tuning

Changdae Oh, Jiatong Li, Shawn Im, Sharon Li

机构 * Department of Computer Sciences, University of Wisconsin–Madison（计算机科学系，威斯康星大学麦迪逊分校）

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

2510.17771 2025-10-21 cs.AI cs.CV 57%

Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in VLMs

Zhining Liu, Ziyi Chen, Hui Liu, Chen Luo, Xianfeng Tang, Suhang Wang, Joy Zeng, Zhenwei Dai, Zhan Shi, Tianxin Wei, Benoit Dumoulin, Hanghang Tong

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； Amazon（亚马逊）； Penn State University（宾夕法尼亚州立大学）

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

Comments 21 pages, 10 figures, 6 tables

2505.14671 2025-10-21 cs.CV 50%

UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens

Ruichuan An, Sihan Yang, Renrui Zhang, Zijun Shen, Ming Lu, Gaole Dai, Hao Liang, Ziyu Guo, Shilin Yan, Yulin Luo, Bocheng Zou, Chaoqun Yang, Wentao Zhang

机构 * Peking University（北京大学）； Xi’an JiaoTong University（西安交通大学）； CUHK（香港中文大学）； Intel Labs, China（中国英特尔实验室）； Nanjing University（南京大学）； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）； Tsinghua University（清华大学）

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

Journal ref NeurIPS 2025

1. 知识编辑与模型理解 13 篇