语言大模型 / LLM - arXivDaily 专题

2509.01566 2025-09-19 cs.IR cs.CL 85%

CSRM-LLM: Embracing Multilingual LLMs for Cold-Start Relevance Matching in Emerging E-commerce Markets

Yujing Wang, Yiren Chen, Huoran Li, Chunxu Xu, Yuchong Luo, Xianghui Mao, Cong Li, Lun Du, Chunyang Ma, Qiqi Jiang, Yin Wang, Fan Gao, Wenting Mo, Pei Wen, Shantanu Kumar, Taejin Park, Yiwei Song, Vijay Rajaram, Tao Cheng, Sonu Durgia, Pranam Kolari

机构 * Coupang, Inc.（Coupang公司）

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

Comments 7 pages, 3 figures, accepted by CIKM 2025

2509.14169 2025-09-18 cs.LG 85%

TopoSizing: An LLM-aided Framework of Topology-based Understanding and Sizing for AMS Circuits

Ziming Wei, Zichen Kong, Yuan Wang, David Z. Pan, Xiyuan Tang

机构 * School of EECS, Peking University（电子工程系，北京大学）； School of Integrated Circuits, Peking University（集成电路学院，北京大学）； Department of Electrical and Computer Engineering, The University of Texas at Austin（电气与计算机工程系，德克萨斯大学奥斯汀分校）； Institute for Artificial Intelligence, Peking University（人工智能研究院，北京大学）

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

2509.13179 2025-09-17 cs.IR cs.LG 85%

Efficient Cold-Start Recommendation via BPE Token-Level Embedding Initialization with LLM

Yushang Zhao, Xinyue Han, Qian Leng, Qianyi Sun, Haotian Lyu, Chengrui Zhou

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

2509.12211 2025-09-17 cs.DC cs.AI 85%

TinyServe: Query-Aware Cache Selection for Efficient LLM Serving

Dong Liu, Yanxuan Yu

机构 * Yale University（耶鲁大学）； Columbia University（哥伦比亚大学）

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

Comments Accepted to ACM MM as Oral Paper, also accepted to ICML MOSS workshop, publicly available as https://openreview.net/forum?id=sOdtl4jLci

2509.12152 2025-09-16 cs.HC cs.AI 85%

Beyond PII: How Users Attempt to Estimate and Mitigate Implicit LLM Inference

Synthia Wang, Sai Teja Peddinti, Nina Taft, Nick Feamster

机构 * University of Chicago（芝加哥大学）； Google（谷歌）

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

2509.06261 2025-09-16 cs.DC cs.LG 85%

FineServe: Precision-Aware KV Slab and Two-Level Scheduling for Heterogeneous Precision LLM Serving

Kyungmin Bin, Seungbeom Choi, Jimyoung Son, Jieun Choi, Daseul Bae, Daehyeon Baek, Kihyo Moon, Minsung Jang, Hyojung Lee

机构 * Cloud Research Team, Samsung SDS（三星SDS云研究团队）

专题命中效率与部署：LLM(title)；large language model(abstract)；language model(abstract)；post-training(abstract)

2509.09782 2025-09-15 cs.LG 85%

One Head, Many Models: Cross-Attention Routing for Cost-Aware LLM Selection

Roshini Pulishetty, Mani Kishan Ghantasala, Keerthy Kaushik Dasoju, Niti Mangwani, Vishal Garimella, Aditya Mate, Somya Chatterjee, Yue Kang, Ehi Nosakhare, Sadid Hasan, Soundar Srinivasan

机构 * University of Massachusetts, Amherst（马萨诸塞大学阿默斯特分校）； Microsoft（微软公司）

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

2509.09091 2025-09-12 cs.CR cs.AI 85%

Towards Confidential and Efficient LLM Inference with Dual Privacy Protection

Honglan Yu, Yibin Wang, Feifei Dai, Dong Liu, Haihui Fan, Xiaoyan Gu

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所）； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院）； State Key Laboratory of Cyberspace Security Defense（网络空间安全防御国家重点实验室）

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

Comments Accepted by DASFAA2025

2509.09066 2025-09-12 cs.AI 85%

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users

Haowei Yang, Yushang Zhao, Sitao Min, Bo Su, Chao Yao, Wei Xu

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

2509.08385 2025-09-11 quant-ph cs.LG 85%

LLM-Guided Ansätze Design for Quantum Circuit Born Machines in Financial Generative Modeling

Yaswitha Gujju, Romain Harang, Tetsuo Shibuya

机构 * Computer Science University of Tokyo Tokyo, Japan（计算机科学东京大学东京日本）

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

Comments Work presented at the 3rd International Workshop on Quantum Machine Learning: From Research to Practice (QML@QCE'25)

2509.07445 2025-09-10 cs.RO cs.AI 85%

Text2Touch: Tactile In-Hand Manipulation with LLM-Designed Reward Functions

Harrison Field, Max Yang, Yijiong Lin, Efi Psomopoulou, David Barton, Nathan F. Lepora

机构 * School of Computer Science, University of Bristol, 2 Bristol Robotics Laboratory 3 School of Engineering Mathematics and Technology, University of Bristol（1 计算机科学学院，布里斯托尔大学 2 布里斯托尔机器人实验室 3 工程数学与技术学院，布里斯托尔大学）

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

Comments Accepted at CoRL 2025

2509.07287 2025-09-10 cs.CR cs.AI 85%

Paladin: Defending LLM-enabled Phishing Emails with a New Trigger-Tag Paradigm

Yan Pang, Wenlong Meng, Xiaojing Liao, Tianhao Wang

机构 * University of Virginia（弗吉尼亚大学）； Indiana University Bloomington（印第安纳大学布卢明顿分校）

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

Comments 20 pages

2509.04518 2025-09-10 cs.CL 85%

Advancing SLM Tool-Use Capability using Reinforcement Learning

Dhruvi Paprunia, Vansh Kharidia, Pankti Doshi

机构 * Dept. of Computer Engineering MPSTME, NMIMS（计算机工程系 MPSTME、NMIMS）

专题命中效率与部署：SLM(title)；large language model(abstract)；language model(abstract)；small language model(abstract)

2508.21141 2025-09-10 cs.LG 85%

Adaptive LLM Routing under Budget Constraints

Pranoy Panda, Raghav Magazine, Chaitanya Devaguptapu, Sho Takemori, Vishal Sharma

机构 * Fujitsu Research（富士通研究所）； Microsoft Research（微软研究院）

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

Comments Accepted at EMNLP 2025 (findings)

2506.07642 2025-09-10 cs.CL 85%

TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review

Yuan Chang, Ziyue Li, Hengyuan Zhang, Yuanbo Kong, Yanru Wu, Hayden Kwok-Hay So, Zhijiang Guo, Liya Zhu, Ngai Wong

机构 * National Science Library, Chinese Academy of Sciences（中国科学院国家科学图书馆）； Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences（中国科学院大学经济与管理学院信息资源管理系）； The University of Hong Kong（香港大学）； Tsinghua University（清华大学）； Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））

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

Comments Accepted to EMNLP2025 Main

2509.05936 2025-09-09 cs.NI cs.LG 85%

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection

Xuanhao Luo, Shivesh Madan Nath Jha, Akruti Sinha, Zhizhen Li, Yuchen Liu

机构 * North Carolina State University, USA（北卡罗来纳州立大学）

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

Comments Accepted at 44th IEEE International Performance Computing and Communications Conference (IPCCC 2025)

2506.15006 2025-09-09 cs.AR cs.AI cs.DC cs.ET cs.PF 85%

Scaling Intelligence: Designing Data Centers for Next-Gen Language Models

Jesmin Jahan Tithi, Hanjiang Wu, Avishaii Abuhatzera, Fabrizio Petrini

机构 * Georgia Institute of Technology（佐治亚理工学院）

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

Comments 14 pages, submitted to SC25 for review

2509.04993 2025-09-08 cs.MA cs.AI 85%

LLM Enabled Multi-Agent System for 6G Networks: Framework and Method of Dual-Loop Edge-Terminal Collaboration

Zheyan Qu, Wenbo Wang, Zitong Yu, Boquan Sun, Yang Li, Xing Zhang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）

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

Comments This paper has been accepted by IEEE Communications Magazine

2509.04876 2025-09-08 cs.AI 85%

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University（中山大学）； Alibaba Group（阿里巴巴集团）

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

Comments Accepted at EMNLP 2025 (Long Paper)

2509.03890 2025-09-05 cs.AI 85%

FaMA: LLM-Empowered Agentic Assistant for Consumer-to-Consumer Marketplace

Yineng Yan, Xidong Wang, Jin Seng Cheng, Ran Hu, Wentao Guan, Nahid Farahmand, Hengte Lin, Yue Li

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校）； Meta Platforms, Inc（Meta平台公司）

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

2410.01228 2025-09-05 cs.DC cs.LG 85%

ConServe: Fine-Grained GPU Harvesting for LLM Online and Offline Co-Serving

Yifan Qiao, Shu Anzai, Shan Yu, Haoran Ma, Shuo Yang, Yang Wang, Miryung Kim, Yongji Wu, Yang Zhou, Jiarong Xing, Joseph E. Gonzalez, Ion Stoica, Harry Xu

机构 * UC Berkeley（伯克利大学）； UCLA（洛杉矶大学）； Rice University（里奇大学）； UC Davis（戴维斯大学）； Intel（英特尔公司）

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

2509.03462 2025-09-04 cs.AI cs.CV cs.RO 85%

sam-llm: interpretable lane change trajectoryprediction via parametric finetuning

Zhuo Cao, Yunxiao Shi, Min Xu

机构 * University of Queensland, School of Civil Engineering（昆士兰大学土木工程学院）； University of Technology Sydney, Faculty of Engineering（悉尼科技大学工程学院）

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

Comments 5 pages

2509.02163 2025-09-03 cs.RO cs.AI 85%

Enhancing Reliability in LLM-Integrated Robotic Systems: A Unified Approach to Security and Safety

Wenxiao Zhang, Xiangrui Kong, Conan Dewitt, Thomas Bräunl, Jin B. Hong

机构 * The University of Western Australia（西澳大学）

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

2509.00973 2025-09-03 cs.CR cs.AI 85%

Clone What You Can't Steal: Black-Box LLM Replication via Logit Leakage and Distillation

Kanchon Gharami, Hansaka Aluvihare, Shafika Showkat Moni, Berker Peköz

机构 * Department of Electrical Engineering and Computer Science（电气工程与计算机科学系）； Embry-Riddle Aeronautical University（埃姆布里-里德尔航空大学）； Department of Mathematics（数学系）

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

Comments 8 pages. Accepted for publication in the proceedings of 7th IEEE International Conference on Trust, Privacy and Security in Intelligent Systems, and Applications (IEEE TPS 2025)

2508.20737 2025-08-29 cs.SE cs.AI 85%

Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol

Wei Ma, Yixiao Yang, Qiang Hu, Shi Ying, Zhi Jin, Bo Du, Zhenchang Xing, Tianlin Li, Junjie Shi, Yang Liu, Linxiao Jiang

机构 * Singapore Management University Singapore ； Capital Normal University Beijing China ； Tianjin University Tianjin China ； Wuhan University China ； CSIRO's Data61 \& Australian National University Australia ； Nanyang Technological University Singapore ； Singapore Management University ； Capital Normal University ； Tianjin University ； Wuhan University ； CSIRO's Data61 \& Australian National University ； Nanyang Technological University

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

2508.18976 2025-08-27 cs.CR cs.CL 85%

The Double-edged Sword of LLM-based Data Reconstruction: Understanding and Mitigating Contextual Vulnerability in Word-level Differential Privacy Text Sanitization

Stephen Meisenbacher, Alexandra Klymenko, Andreea-Elena Bodea, Florian Matthes

机构 * Technical University of Munich School of Computation, Information（慕尼黑技术大学计算、信息与技术学院）

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

Comments 15 pages, 4 figures, 8 tables. Accepted to WPES @ CCS 2025

2508.18850 2025-08-27 cs.DC cs.AI 85%

ClusterFusion: Expanding Operator Fusion Scope for LLM Inference via Cluster-Level Collective Primitive

Xinhao Luo, Zihan Liu, Yangjie Zhou, Shihan Fang, Ziyu Huang, Yu Feng, Chen Zhang, Shixuan Sun, Zhenzhe Zheng, Jingwen Leng, Minyi Guo

机构 * Shanghai Jiao Tong University（上海交通大学）； Shanghai Qi Zhi Institute（上海启智研究院）； National University of Singapore（新加坡国立大学）

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

2508.18819 2025-08-27 cs.CL cs.SI 85%

LLM-based Contrastive Self-Supervised AMR Learning with Masked Graph Autoencoders for Fake News Detection

Shubham Gupta, Shraban Kumar Chatterjee, Suman Kundu

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

2508.18736 2025-08-27 cs.DB cs.LG 85%

Rethinking Caching for LLM Serving Systems: Beyond Traditional Heuristics

Jungwoo Kim, Minsang Kim, Jaeheon Lee, Chanwoo Moon, Heejin Kim, Taeho Hwang, Woosuk Chung, Yeseong Kim, Sungjin Lee

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

2508.18610 2025-08-27 eess.SY cs.LG cs.SY 85%

Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets

Shrenik Jadhav, Birva Sevak, Srijita Das, Akhtar Hussain, Wencong Su, Van-Hai Bui

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

1. 效率与部署 22313 篇

CSRM-LLM: Embracing Multilingual LLMs for Cold-Start Relevance Matching in Emerging E-commerce Markets

TopoSizing: An LLM-aided Framework of Topology-based Understanding and Sizing for AMS Circuits

Efficient Cold-Start Recommendation via BPE Token-Level Embedding Initialization with LLM

TinyServe: Query-Aware Cache Selection for Efficient LLM Serving

Beyond PII: How Users Attempt to Estimate and Mitigate Implicit LLM Inference

FineServe: Precision-Aware KV Slab and Two-Level Scheduling for Heterogeneous Precision LLM Serving

One Head, Many Models: Cross-Attention Routing for Cost-Aware LLM Selection

Towards Confidential and Efficient LLM Inference with Dual Privacy Protection

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users

LLM-Guided Ansätze Design for Quantum Circuit Born Machines in Financial Generative Modeling

Text2Touch: Tactile In-Hand Manipulation with LLM-Designed Reward Functions

Paladin: Defending LLM-enabled Phishing Emails with a New Trigger-Tag Paradigm

Advancing SLM Tool-Use Capability using Reinforcement Learning

Adaptive LLM Routing under Budget Constraints

TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection

Scaling Intelligence: Designing Data Centers for Next-Gen Language Models

LLM Enabled Multi-Agent System for 6G Networks: Framework and Method of Dual-Loop Edge-Terminal Collaboration

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

FaMA: LLM-Empowered Agentic Assistant for Consumer-to-Consumer Marketplace

ConServe: Fine-Grained GPU Harvesting for LLM Online and Offline Co-Serving

sam-llm: interpretable lane change trajectoryprediction via parametric finetuning

Enhancing Reliability in LLM-Integrated Robotic Systems: A Unified Approach to Security and Safety

Clone What You Can't Steal: Black-Box LLM Replication via Logit Leakage and Distillation

Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol

The Double-edged Sword of LLM-based Data Reconstruction: Understanding and Mitigating Contextual Vulnerability in Word-level Differential Privacy Text Sanitization

ClusterFusion: Expanding Operator Fusion Scope for LLM Inference via Cluster-Level Collective Primitive

LLM-based Contrastive Self-Supervised AMR Learning with Masked Graph Autoencoders for Fake News Detection

Rethinking Caching for LLM Serving Systems: Beyond Traditional Heuristics

Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets