语言大模型 / LLM

A Weighted Byzantine Fault Tolerance Consensus Driven Trusted Multiple Large Language Models Network

Haoxiang Luo, Gang Sun, Yinqiu Liu, Dongcheng Zhao, Dusit Niyato, Hongfang Yu, Schahram Dustdar

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

PIM Is All You Need: A CXL-Enabled GPU-Free System for Large Language Model Inference

Yufeng Gu, Alireza Khadem, Sumanth Umesh, Ning Liang, Xavier Servot, Onur Mutlu, Ravi Iyer, Reetuparna Das

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

Comments In Proceedings of the 30th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2 (ASPLOS'25)

Prompt Inversion Attack against Collaborative Inference of Large Language Models

Wenjie Qu, Yuguang Zhou, Yongji Wu, Tingsong Xiao, Binhang Yuan, Yiming Li, Jiaheng Zhang

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

Comments To appear at IEEE Symposium on Security and Privacy 2025

From Effectiveness to Efficiency: Uncovering Linguistic Bias in Large Language Model-based Code Generation

Weipeng Jiang, Xuanqi Gao, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Ziyan Lei, Chao Shen

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

X-Fusion: Introducing New Modality to Frozen Large Language Models

Sicheng Mo, Thao Nguyen, Xun Huang, Siddharth Srinivasan Iyer, Yijun Li, Yuchen Liu, Abhishek Tandon, Eli Shechtman, Krishna Kumar Singh, Yong Jae Lee, Bolei Zhou, Yuheng Li

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； Adobe Research（Adobe研究院） 纠错

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

Comments Project Page: https://sichengmo.github.io/XFusion/

Large Language Models to Accelerate Organic Chemistry Synthesis

Yu Zhang, Yang Han, Shuai Chen, Ruijie Yu, Xin Zhao, Xianbin Liu, Kaipeng Zeng, Mengdi Yu, Jidong Tian, Feng Zhu, Xiaokang Yang, Yaohui Jin, Yanyan Xu

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

SeaLLM: Service-Aware and Latency-Optimized Resource Sharing for Large Language Model Inference

Yihao Zhao, Jiadun Chen, Peng Sun, Lei Li, Xuanzhe Liu, Xin Jin

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

Hardware-based Heterogeneous Memory Management for Large Language Model Inference

Soojin Hwang, Jungwoo Kim, Sanghyeon Lee, Hongbeen Kim, Jaehyuk Huh

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

A Dual-Space Framework for General Knowledge Distillation of Large Language Models

Xue Zhang, Songming Zhang, Yunlong Liang, Fandong Meng, Yufeng Chen, Jinan Xu, Jie Zhou

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, 9 figures, 11 tables, under review. Code is available at: https://github.com/songmzhang/DSKDv2. arXiv admin note: text overlap with arXiv:2406.17328

Large Language Models integration in Smart Grids

Seyyedreza Madani, Ahmadreza Tavasoli, Zahra Khoshtarash Astaneh, Pierre-Olivier Pineau

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

Robust Steganography from Large Language Models

Neil Perry, Sanket Gupte, Nishant Pitta, Lior Rotem

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

Comments 36 pages, 9 figures

Thanos: A Block-wise Pruning Algorithm for Efficient Large Language Model Compression

Ivan Ilin, Peter Richtarik

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 8 pages, 3 Figures, 3 Tables, 2 Algorithms, paper comes with Appendix

Fox-1: Open Small Language Model for Cloud and Edge

Zijian Hu, Jipeng Zhang, Rui Pan, Zhaozhuo Xu, Shanshan Han, Han Jin, Alay Dilipbhai Shah, Dimitris Stripelis, Yuhang Yao, Salman Avestimehr, Tong Zhang, Chaoyang He

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

Comments Base model is available at https://huggingface.co/tensoropera/Fox-1-1.6B and the instruction-tuned version is available at https://huggingface.co/tensoropera/Fox-1-1.6B-Instruct-v0.1

Window Token Concatenation for Efficient Visual Large Language Models

Yifan Li, Wentao Bao, Botao Ye, Zhen Tan, Tianlong Chen, Huan Liu, Yu Kong

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

ReaLM: Reliable and Efficient Large Language Model Inference with Statistical Algorithm-Based Fault Tolerance

Tong Xie, Jiawang Zhao, Zishen Wan, Zuodong Zhang, Yuan Wang, Runsheng Wang, Ru Huang, Meng Li

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

Comments 6 pages, 10 figures. Accepted by Design Automation Conference (DAC) 2025

EE-MLLM: A Data-Efficient and Compute-Efficient Multimodal Large Language Model

Feipeng Ma, Yizhou Zhou, Zheyu Zhang, Shilin Yan, Hebei Li, Zilong He, Siying Wu, Fengyun Rao, Yueyi Zhang, Xiaoyan Sun

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

Slow-Fast Architecture for Video Multi-Modal Large Language Models

Min Shi, Shihao Wang, Chieh-Yun Chen, Jitesh Jain, Kai Wang, Junjun Xiong, Guilin Liu, Zhiding Yu, Humphrey Shi

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

Comments Technical report

4D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models

Wanhua Li, Renping Zhou, Jiawei Zhou, Yingwei Song, Johannes Herter, Minghan Qin, Gao Huang, Hanspeter Pfister

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

Comments CVPR 2025. Project Page: https://4d-langsplat.github.io

Understanding the Effectiveness of Coverage Criteria for Large Language Models: A Special Angle from Jailbreak Attacks

Shide Zhou, Tianlin Li, Kailong Wang, Yihao Huang, Ling Shi, Yang Liu, Haoyu Wang

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

LLMigrate: Transforming "Lazy" Large Language Models into Efficient Source Code Migrators

Yuchen Liu, Junhao Hu, Yingdi Shan, Ge Li, Yanzhen Zou, Yihong Dong, Tao Xie

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

Can Large Language Model Agents Balance Energy Systems?

Xinxing Ren, Chun Sing Lai, Gareth Taylor, Zekun Guo

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

Two for the Price of One: Integrating Large Language Models to Learn Biophysical Interactions

Joseph D. Clark, Tanner J. Dean, Diwakar Shukla

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

Comments 27 pages, 5 Figures

Socially-Aware Robot Navigation Enhanced by Bidirectional Natural Language Conversations Using Large Language Models

Congcong Wen, Yifan Liu, Geeta Chandra Raju Bethala, Shuaihang Yuan, Hao Huang, Yu Hao, Mengyu Wang, Yu-Shen Liu, Anthony Tzes, Yi Fang

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

Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification

Wenxuan Huang, Zijie Zhai, Yunhang Shen, Shaosheng Cao, Fei Zhao, Xiangfeng Xu, Zheyu Ye, Yao Hu, Shaohui Lin

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 to ICLR 2025. Code is available at https://github.com/Osilly/dynamic_llava

SPIN: Accelerating Large Language Model Inference with Heterogeneous Speculative Models

Fahao Chen, Peng Li, Tom H. Luan, Zhou Su, Jing Deng

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

Comments Accepted by INFOCOM 2025

TokenSim: Enabling Hardware and Software Exploration for Large Language Model Inference Systems

Feiyang Wu, Zhuohang Bian, Guoyang Duan, Tianle Xu, Junchi Wu, Teng Ma, Yongqiang Yao, Ruihao Gong, Youwei Zhuo

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

Comments 9 pages, 15 figures

Train Small, Infer Large: Memory-Efficient LoRA Training for Large Language Models

Jun Zhang, Jue Wang, Huan Li, Lidan Shou, Ke Chen, Yang You, Guiming Xie, Xuejian Gong, Kunlong Zhou

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

A Query Optimization Method Utilizing Large Language Models

Zhiming Yao, Haoyang Li, Jing Zhang, Cuiping Li, Hong Chen

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

Efficient Function-as-a-Service for Large Language Models with TIDAL

Weihao Cui, Ziyi Xu, Han Zhao, Quan Chen, Zijun Li, Bingsheng He, Minyi Guo

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

Sample-aware Adaptive Structured Pruning for Large Language Models

Jun Kong, Xinge Ma, Jin Wang, Xuejie Zhang

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