语言大模型 / LLM - arXivDaily 专题

2412.06564 2025-03-11 cs.SE 89%

Applications and Implications of Large Language Models in Qualitative Analysis: A New Frontier for Empirical Software Engineering

Matheus de Morais Leça, Lucas Valença, Reydne Santos, Ronnie de Souza Santos

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

2409.12319 2025-03-10 cs.CV cs.MM cs.SD eess.AS 89%

Large Language Models are Strong Audio-Visual Speech Recognition Learners

Umberto Cappellazzo, Minsu Kim, Honglie Chen, Pingchuan Ma, Stavros Petridis, Daniele Falavigna, Alessio Brutti, Maja Pantic

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

Comments Accepted for publication at ICASSP 2025. The code and checkpoints are available here: https://github.com/umbertocappellazzo/Llama-AVSR

2501.18516 2025-03-06 cs.RO 89%

Learn from the Past: Language-conditioned Object Rearrangement with Large Language Models

Guanqun Cao, Ryan Mckenna, Erich Graf, John Oyekan

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

2407.21325 2025-03-03 cs.AR 89%

EdgeLLM: A Highly Efficient CPU-FPGA Heterogeneous Edge Accelerator for Large Language Models

Mingqiang Huang, Ao Shen, Kai Li, Haoxiang Peng, Boyu Li, Yupeng Su, Hao Yu

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

2502.06415 2025-02-27 cs.CL cs.AI cs.LG 89%

Systematic Outliers in Large Language Models

Yongqi An, Xu Zhao, Tao Yu, Ming Tang, Jinqiao Wang

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

Comments Accepted at ICLR 2025. Project Page: https://github.com/an-yongqi/systematic-outliers

2502.16556 2025-02-25 cs.CL cs.AI cs.LG stat.AP 89%

Beyond Words: How Large Language Models Perform in Quantitative Management Problem-Solving

Jonathan Kuzmanko

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

Comments 28 pages, 5 figures, 19 tables

2502.16163 2025-02-25 eess.IV cs.CV 89%

Large Language Model for Lossless Image Compression with Visual Prompts

Junhao Du, Chuqin Zhou, Ning Cao, Gang Chen, Yunuo Chen, Zhengxue Cheng, Li Song, Guo Lu, Wenjun Zhang

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

2502.15796 2025-02-25 cs.LG cs.AI cs.CL 89%

Pruning as a Defense: Reducing Memorization in Large Language Models

Mansi Gupta, Nikhar Waghela, Sarthak Gupta, Shourya Goel, Sanjif Shanmugavelu

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

2408.08765 2025-02-24 cs.NI 89%

Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models

Wanting Yang, Zehui Xiong, Shiwen Mao, Tony Q. S. Quek, Ping Zhang, Merouane Debbah, Rahim Tafazolli

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

Comments Accepted by IEEE WCM

2410.04468 2025-02-21 cs.CL cs.AI cs.LG 89%

Revisiting In-context Learning Inference Circuit in Large Language Models

Hakaze Cho, Mariko Kato, Yoshihiro Sakai, Naoya Inoue

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

Comments 37 pages, 41 figures, 8 tables. ICLR 2025 Accepted. Camera-ready Version

2502.08182 2025-02-13 cs.DC 89%

Memory Offloading for Large Language Model Inference with Latency SLO Guarantees

Chenxiang Ma, Zhisheng Ye, Hanyu Zhao, Zehua Yang, Tianhao Fu, Jiaxun Han, Jie Zhang, Yingwei Luo, Xiaolin Wang, Zhenlin Wang, Yong Li, Diyu Zhou

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

2409.09186 2025-02-10 cs.CY 89%

Quantitative Insights into Large Language Model Usage and Trust in Academia: An Empirical Study

Minseok Jung, Aurora Zhang, May Fung, Junho Lee, Paul Pu Liang

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

2402.01908 2025-02-04 cs.CY 89%

Large language models that replace human participants can harmfully misportray and flatten identity groups

Angelina Wang, Jamie Morgenstern, John P. Dickerson

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

Comments Accepted at Nature Machine Intelligence

2410.02724 2025-02-04 stat.ML cs.AI cs.CL cs.LG 89%

Large Language Models as Markov Chains

Oussama Zekri, Ambroise Odonnat, Abdelhakim Benechehab, Linus Bleistein, Nicolas Boullé, Ievgen Redko

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

2408.14721 2025-01-28 cs.LG cs.AI cs.CL 89%

PAT: Pruning-Aware Tuning for Large Language Models

Yijiang Liu, Huanrui Yang, Youxin Chen, Rongyu Zhang, Miao Wang, Yuan Du, Li Du

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

Comments Accepted by AAAI 2025

2501.09757 2025-01-17 cs.CV cs.RO 89%

Distilling Multi-modal Large Language Models for Autonomous Driving

Deepti Hegde, Rajeev Yasarla, Hong Cai, Shizhong Han, Apratim Bhattacharyya, Shweta Mahajan, Litian Liu, Risheek Garrepalli, Vishal M. Patel, Fatih Porikli

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

2501.09383 2025-01-17 cs.NI 89%

Adaptive Contextual Caching for Mobile Edge Large Language Model Service

Guangyuan Liu, Yinqiu Liu, Jiacheng Wang, Hongyang Du, Dusit Niyato, Jiawen Kang, Zehui Xiong

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

Comments 8 pages, 5 figures

2403.14520 2025-01-09 cs.CV 89%

Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference

Han Zhao, Min Zhang, Wei Zhao, Pengxiang Ding, Siteng Huang, Donglin Wang

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

Comments Accepted to the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI-25)

2407.08213 2025-01-09 cs.RO 89%

PrefCLM: Enhancing Preference-based Reinforcement Learning with Crowdsourced Large Language Models

Ruiqi Wang, Dezhong Zhao, Ziqin Yuan, Ike Obi, Byung-Cheol Min

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

2501.03446 2025-01-08 cs.SE cs.CR 89%

LLM4CVE: Enabling Iterative Automated Vulnerability Repair with Large Language Models

Mohamad Fakih, Rahul Dharmaji, Halima Bouzidi, Gustavo Quiros Araya, Oluwatosin Ogundare, Mohammad Abdullah Al Faruque

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

2402.13516 2025-01-08 cs.LG cs.AI cs.CL 89%

ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language Models

Chenyang Song, Xu Han, Zhengyan Zhang, Shengding Hu, Xiyu Shi, Kuai Li, Chen Chen, Zhiyuan Liu, Guangli Li, Tao Yang, Maosong Sun

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

Comments 19 pages, 4 figures, 9 tables

2501.00786 2025-01-03 cs.CR 89%

Shifting-Merging: Secure, High-Capacity and Efficient Steganography via Large Language Models

Minhao Bai, Jinshuai Yang, Kaiyi Pang, Yongfeng Huang, Yue Gao

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

2412.18511 2024-12-25 cs.RO 89%

Large Language Model guided Deep Reinforcement Learning for Decision Making in Autonomous Driving

Hao Pang, Zhenpo Wang, Guoqiang Li

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

2412.17249 2024-12-24 cs.RO cs.CR 89%

EM-MIAs: Enhancing Membership Inference Attacks in Large Language Models through Ensemble Modeling

Zichen Song, Sitan Huang, Zhongfeng Kang

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

Comments Accepted by ICASSP 2025 Main

2412.07207 2024-12-23 cs.LG cs.AI cs.CL 89%

MAPLE: A Framework for Active Preference Learning Guided by Large Language Models

Saaduddin Mahmud, Mason Nakamura, Shlomo Zilberstein

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

Comments AAAI 2025 AI Alignment Track

2412.10978 2024-12-17 cs.CR 89%

Labeling NIDS Rules with MITRE ATT&CK Techniques: Machine Learning vs. Large Language Models

Nir Daniel, Florian Klaus Kaiser, Shay Giladi, Sapir Sharabi, Raz Moyal, Shalev Shpolyansky, Andres Murillo, Aviad Elyashar, Rami Puzis

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

2409.17481 2024-12-10 cs.AI cs.CL cs.LG 89%

MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models

Gongfan Fang, Hongxu Yin, Saurav Muralidharan, Greg Heinrich, Jeff Pool, Jan Kautz, Pavlo Molchanov, Xinchao Wang

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

Comments NeurIPS 2024 Spotlight

2412.03250 2024-12-05 cs.NE 89%

Controlling the Mutation in Large Language Models for the Efficient Evolution of Algorithms

Haoran Yin, Anna V. Kononova, Thomas Bäck, Niki van Stein

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

2404.04566 2024-12-05 cs.SE 89%

Efficient and Green Large Language Models for Software Engineering: Literature Review, Vision, and the Road Ahead

Jieke Shi, Zhou Yang, David Lo

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

Comments Accepted by ACM Transactions on Software Engineering and Methodology (TOSEM), 23 pages

2407.05784 2024-11-28 cs.AR 89%

Hecaton: Training Large Language Models with Scalable Chiplet Systems

Zongle Huang, Shupei Fan, Chen Tang, Xinyuan Lin, Shuwen Deng, Yongpan Liu

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

1. 效率与部署 22405 篇

Applications and Implications of Large Language Models in Qualitative Analysis: A New Frontier for Empirical Software Engineering

Large Language Models are Strong Audio-Visual Speech Recognition Learners

Learn from the Past: Language-conditioned Object Rearrangement with Large Language Models

EdgeLLM: A Highly Efficient CPU-FPGA Heterogeneous Edge Accelerator for Large Language Models

Systematic Outliers in Large Language Models

Beyond Words: How Large Language Models Perform in Quantitative Management Problem-Solving

Large Language Model for Lossless Image Compression with Visual Prompts

Pruning as a Defense: Reducing Memorization in Large Language Models

Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models

Revisiting In-context Learning Inference Circuit in Large Language Models

Memory Offloading for Large Language Model Inference with Latency SLO Guarantees

Quantitative Insights into Large Language Model Usage and Trust in Academia: An Empirical Study

Large language models that replace human participants can harmfully misportray and flatten identity groups

Large Language Models as Markov Chains

PAT: Pruning-Aware Tuning for Large Language Models

Distilling Multi-modal Large Language Models for Autonomous Driving

Adaptive Contextual Caching for Mobile Edge Large Language Model Service

Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference

PrefCLM: Enhancing Preference-based Reinforcement Learning with Crowdsourced Large Language Models

LLM4CVE: Enabling Iterative Automated Vulnerability Repair with Large Language Models

ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language Models

Shifting-Merging: Secure, High-Capacity and Efficient Steganography via Large Language Models

Large Language Model guided Deep Reinforcement Learning for Decision Making in Autonomous Driving

EM-MIAs: Enhancing Membership Inference Attacks in Large Language Models through Ensemble Modeling

MAPLE: A Framework for Active Preference Learning Guided by Large Language Models

Labeling NIDS Rules with MITRE ATT&CK Techniques: Machine Learning vs. Large Language Models

MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models

Controlling the Mutation in Large Language Models for the Efficient Evolution of Algorithms

Efficient and Green Large Language Models for Software Engineering: Literature Review, Vision, and the Road Ahead

Hecaton: Training Large Language Models with Scalable Chiplet Systems