语言大模型 / LLM - arXivDaily 专题

2412.05934 2025-08-19 cs.CR cs.AI 88%

Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models

Ma Teng, Jia Xiaojun, Duan Ranjie, Li Xinfeng, Huang Yihao, Jia Xiaoshuang, Chu Zhixuan, Ren Wenqi

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments ICCV 2025

2508.11152 2025-08-18 q-fin.ST cs.AI 88%

AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions

Tianjiao Zhao, Jingrao Lyu, Stokes Jones, Harrison Garber, Stefano Pasquali, Dhagash Mehta

机构 * BlackRock, Inc.（BlackRock公司）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2501.19090 2025-08-14 cs.LG 88%

Pivoting Factorization: A Compact Meta Low-Rank Representation of Sparsity for Efficient Inference in Large Language Models

Jialin Zhao, Yingtao Zhang, Carlo Vittorio Cannistraci

机构 * Center for Complex Network Intelligence (CCNI), Tsinghua Laboratory of Brain and Intelligence (THBI), Department of Psychological and Cognitive Sciences（复杂网络智能中心（CCNI）、清华脑智能实验室（THBI）、心理与认知科学系）； Department of Computer Science（计算机科学系）； Department of Biomedical Engineering, Tsinghua University, China（生物医学工程系，清华大学，中国）

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

Comments ICML 2025

2308.04941 2025-08-11 q-bio.NC cs.CL 88%

Integrating large language models and active inference to understand eye movements in reading and dyslexia

Francesco Donnarumma, Mirco Frosolone, Giovanni Pezzulo

机构 * Institute of Cognitive Sciences and Technologies, National Research Council（认知科学与技术研究所，国家研究院）

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

Comments Main Document - 30 pages, 1 Table, 10 Figures + Supplementary 16 pages, 17 Tables

2503.02443 2025-08-04 cs.CL 88%

AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking

Iraklis Premptis, Maria Lymperaiou, Giorgos Filandrianos, Orfeas Menis Mastromichalakis, Athanasios Voulodimos, Giorgos Stamou

机构 * National Technical University of Athens（希腊国家技术大学）

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

Journal ref The 19th International Workshop on Semantic Evaluation (SemEval 2025) - Best paper award

2507.22065 2025-07-31 cs.SE cs.AI cs.CR cs.PL 88%

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

Xiaotao Feng, Xiaogang Zhu, Kun Hu, Jincheng Wang, Yingjie Cao, Guang Gong, Jianfeng Pan

机构 * Security Technology Inc.（360安全技术公司）； School of Science Edith Cowan University（科学学院，埃迪斯科文大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2407.08279 2025-07-30 cs.AI 88%

Continually Learn to Map Visual Concepts to Large Language Models in Resource-constrained Environments

Clea Rebillard, Julio Hurtado, Andrii Krutsylo, Lucia Passaro, Vincenzo Lomonaco

机构 * Bordeaux INP - ENSEIRB-MATMECA（波尔多 INP - ENSEIRB-MATMECA）； CAMaCS, University of Warwick（Warwick 大学 CAMaCS 实验室）； Institute of Computer Science Polish Academy of Sciences（波兰科学院计算机科学研究所）； University of Pisa（比萨大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2401.17256 2025-07-25 cs.CL 88%

Weak-to-Strong Jailbreaking on Large Language Models

Xuandong Zhao, Xianjun Yang, Tianyu Pang, Chao Du, Lei Li, Yu-Xiang Wang, William Yang Wang

机构 * Sea AI Lab, Singapore（新加坡海智实验室）； Carnegie Mellon University（卡内基梅隆大学）

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

Comments ICML 2025

2502.15910 2025-07-24 cs.CL 88%

Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models

Zheyuan Liu, Guangyao Dou, Xiangchi Yuan, Chunhui Zhang, Zhaoxuan Tan, Meng Jiang

机构 * University of Notre Dame（诺丁汉大学）； University of Pennsylvania（宾夕法尼亚大学）； Georgia Institute of Technology（佐治亚理工学院）； Dartmouth College（达特茅斯学院）

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

Comments ACL 2025 Main Conference

2507.13580 2025-07-23 q-bio.BM cs.LG 88%

A Collaborative Framework Integrating Large Language Model and Chemical Fragment Space: Mutual Inspiration for Lead Design

Hao Tuo, Yan Li, Xuanning Hu, Haishi Zhao, Xueyan Liu, Bo Yang

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

2506.12091 2025-07-23 cs.CL 88%

Continuously Updating Digital Twins using Large Language Models

Harry Amad, Nicolás Astorga, Mihaela van der Schaar

机构 * Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, United Kingdom（应用数学与理论物理系，剑桥大学，剑桥，英国）

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

2507.10472 2025-07-15 cs.CL 88%

MLAR: Multi-layer Large Language Model-based Robotic Process Automation Applicant Tracking

Mohamed T. Younes, Omar Walid, Mai Hassan, Ali Hamdi

机构 * Computer Science Dept. MSA University（计算机科学系MSA大学）

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

2507.08288 2025-07-14 cs.CR cs.AI 88%

Invariant-based Robust Weights Watermark for Large Language Models

Qingxiao Guo, Xinjie Zhu, Yilong Ma, Hui Jin, Yunhao Wang, Weifeng Zhang, Xiaobing Guo

机构 * Lenovo Research（联想研究院）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2507.04053 2025-07-08 cond-mat.mtrl-sci cs.AI 88%

TopoMAS: Large Language Model Driven Topological Materials Multiagent System

Baohua Zhang, Xin Li, Huangchao Xu, Zhong Jin, Quansheng Wu, Ce Li

机构 * Computer Newwork Information Center,Chinese Academy of Sciences（中国科学院计算机网络信息中心）； China University of Mining & Technology-Beijing（中国矿业大学（北京））

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 13 pages,7 figures,3 tables

2507.01154 2025-07-03 cs.LG cs.CR 88%

FlashDP: Private Training Large Language Models with Efficient DP-SGD

Liangyu Wang, Junxiao Wang, Jie Ren, Zihang Xiang, David E. Keyes, Di Wang

机构 * King Abdullah University of Science and Technology（卡布斯大学）

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

2507.00487 2025-07-03 cs.IR cs.CL 88%

MassTool: A Multi-Task Search-Based Tool Retrieval Framework for Large Language Models

Jianghao Lin, Xinyuan Wang, Xinyi Dai, Menghui Zhu, Bo Chen, Ruiming Tang, Yong Yu, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学）； Huawei Noah’s Ark Lab（华为诺亚实验室）

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

2504.14667 2025-07-03 cs.LG cs.NI 88%

Efficient Split Federated Learning for Large Language Models over Communication Networks

Kai Zhao, Zhaohui Yang, Ye Hu, Mingzhe Chen, Chen Zhu, Zhaoyang Zhang

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

2410.06716 2025-07-03 cs.CL 88%

Guaranteed Generation from Large Language Models

Minbeom Kim, Thibaut Thonet, Jos Rozen, Hwaran Lee, Kyomin Jung, Marc Dymetman

机构 * Seoul National University（首尔国立大学）； NAVER Labs Europe（NAVER欧洲实验室）； NAVER AI Lab（NAVER人工智能实验室）； Sogang University（成均馆大学）

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

Comments ICLR 2025

2506.22950 2025-07-01 cs.LG 88%

Infinite Sampling: Efficient and Stable Grouped RL Training for Large Language Models

Liangyu Wang, Huanyi Xie, Xinhai Wang, Tianjin Huang, Mengdi Li, Di Wang

机构 * King Abdullah University of Science and Technology（卡塔尔国王科技大学）； University of Exeter（埃克塞特大学）； University of Exeter UK（埃克塞特大学）

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

2505.22814 2025-07-01 cs.MA cs.AI 88%

A Large Language Model-Enabled Control Architecture for Dynamic Resource Capability Exploration in Multi-Agent Manufacturing Systems

Jonghan Lim, Ilya Kovalenko

机构 * Department of Industrial and Manufacturing, Pennsylvania State University（工业与制造系，宾夕法尼亚州立大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2506.22477 2025-07-01 cs.NI cs.AI cs.ET cs.RO 88%

Innovative Research on IoT Architecture and Robotic Operating Platforms: Applications of Large Language Models and Generative AI

Huiwen Han

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments Published in: 2024 6th International Conference on Robotics, Intelligent Control and Artificial Intelligence (RICAI), IEEE Xplore, DOI: 10.1109/RICAI64321.2024.10911316. \c{opyright} 2024 IEEE

Journal ref 2024 6th International Conference on Robotics, Intelligent Control and Artificial Intelligence (RICAI), 2024, IEEE Xplore, pp. 881-886

2506.19164 2025-06-25 cs.LG cs.DC 88%

GradualDiff-Fed: A Federated Learning Specialized Framework for Large Language Model

Amir Faiyaz, Tara Salman

机构 * Department of Computer Science Texas Tech University Texas, USA（计算机科学系德克萨斯科技大学美国德克萨斯）

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

2506.17551 2025-06-25 cs.DC cs.AI 88%

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Haowei Yang, Yu Tian, Zhongheng Yang, Zhao Wang, Chengrui Zhou, Dannier Li

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2506.18311 2025-06-24 cs.IR cs.CL 88%

Enhancing Document Retrieval in COVID-19 Research: Leveraging Large Language Models for Hidden Relation Extraction

Hoang-An Trieu, Dinh-Truong Do, Chau Nguyen, Vu Tran, Minh Le Nguyen

机构 * Japan Advanced Institute of Science and Technology（日本先进科学研究所）； The Institute of Statistical Mathematics（统计数学研究所）

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

Comments In the Proceedings of SCIDOCA 2024

2506.18087 2025-06-24 cs.CR cs.AI 88%

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models

Huaiying Luo, Cheng Ji

机构 * College of Computing and Information Science（计算与信息科学学院）； Siebel School of Computing and Data Science（计算与数据科学学院）； Cornell University（康奈尔大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； New York, USA（美国纽约）； Champaign, Illinois, USA（美国伊利诺伊州香槟）

专题命中效率与部署：language model(title,abstract)；large language model(title)；LLM(abstract)；分类 cs.AI

Comments Accepted by the 2025 5th International Symposium on Computer Technology and Information Science (ISCTIS 2025)

2506.03781 2025-06-17 cs.CL 88%

Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models

Seungcheol Park, Jeongin Bae, Beomseok Kwon, Minjun Kim, Byeongwook Kim, Se Jung Kwon, U Kang, Dongsoo Lee

机构 * Seoul National University（首尔国立大学）； NAVER Cloud（NAVER云）

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

Comments ACL 2025 Main Track

2408.05026 2025-06-17 cs.SE cs.LG 88%

Retrieval-augmented code completion for local projects using large language models

Marko Hostnik, Marko Robnik-Šikonja

机构 * Faculty of Computer and Information Science, University of Ljubljana（计算机与信息科学学院，卢布尔雅那大学）； Faculty of Mathematics and Physics, University of Ljubljana（数学与物理学院，卢布尔雅那大学）

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

Comments 30 pages, 15 figures; Accepted manuscript for Expert Systems with Applications

2505.17769 2025-06-13 cs.LG 88%

Inference-Time Decomposition of Activations (ITDA): A Scalable Approach to Interpreting Large Language Models

Patrick Leask, Neel Nanda, Noura Al Moubayed

机构 * Department of Computer Science, Durham University（杜伦大学计算机科学系）

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

Comments ICML 2025

2506.07295 2025-06-10 cs.CL 88%

Exploring the Impact of Temperature on Large Language Models:Hot or Cold?

Lujun Li, Lama Sleem, Niccolo' Gentile, Geoffrey Nichil, Radu State

机构 * University of Luxembourg（卢森堡大学）

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

2506.07077 2025-06-10 cs.CR cs.AI 88%

Dual-Priv Pruning : Efficient Differential Private Fine-Tuning in Multimodal Large Language Models

Qianshan Wei, Jiaqi Li, Zihan You, Yi Zhan, Kecen Li, Jialin Wu, Xinfeng Li Hengjun Liu, Yi Yu, Bin Cao, Yiwen Xu, Yang Liu, Guilin Qi

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

1. 效率与部署 22313 篇

Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models

AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions

Pivoting Factorization: A Compact Meta Low-Rank Representation of Sparsity for Efficient Inference in Large Language Models

Integrating large language models and active inference to understand eye movements in reading and dyslexia

AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

Continually Learn to Map Visual Concepts to Large Language Models in Resource-constrained Environments

Weak-to-Strong Jailbreaking on Large Language Models

Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models

A Collaborative Framework Integrating Large Language Model and Chemical Fragment Space: Mutual Inspiration for Lead Design

Continuously Updating Digital Twins using Large Language Models

MLAR: Multi-layer Large Language Model-based Robotic Process Automation Applicant Tracking

Invariant-based Robust Weights Watermark for Large Language Models

TopoMAS: Large Language Model Driven Topological Materials Multiagent System

FlashDP: Private Training Large Language Models with Efficient DP-SGD

MassTool: A Multi-Task Search-Based Tool Retrieval Framework for Large Language Models

Efficient Split Federated Learning for Large Language Models over Communication Networks

Guaranteed Generation from Large Language Models

Infinite Sampling: Efficient and Stable Grouped RL Training for Large Language Models

A Large Language Model-Enabled Control Architecture for Dynamic Resource Capability Exploration in Multi-Agent Manufacturing Systems

Innovative Research on IoT Architecture and Robotic Operating Platforms: Applications of Large Language Models and Generative AI

GradualDiff-Fed: A Federated Learning Specialized Framework for Large Language Model

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Enhancing Document Retrieval in COVID-19 Research: Leveraging Large Language Models for Hidden Relation Extraction

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models

Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models

Retrieval-augmented code completion for local projects using large language models

Inference-Time Decomposition of Activations (ITDA): A Scalable Approach to Interpreting Large Language Models

Exploring the Impact of Temperature on Large Language Models:Hot or Cold?

Dual-Priv Pruning : Efficient Differential Private Fine-Tuning in Multimodal Large Language Models