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Mobile Edge Intelligence for Large Language Models: A Contemporary Survey

9 July 2024

Guanqiao Qu

Qiyuan Chen

Wei Wei

Zheng Lin

Xianhao Chen

Kaibin Huang

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Papers citing "Mobile Edge Intelligence for Large Language Models: A Contemporary Survey"

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Title
Towards Pervasive Distributed Agentic Generative AI -- A State of The Art Gianni Molinari Fabio Ciravegna LLMAG LM&Ro AI4CE 29 0 0 16 Jun 2025
Multimodal Large Language Models-Enabled UAV Swarm: Towards Efficient and Intelligent Autonomous Aerial Systems Yuqi Ping Tianhao Liang H. Ding Guangyu Lei Junwei Wu ... Rui Shao Chiya Zhang Weizheng Zhang Weijie Yuan Tingting Zhang 18 0 0 15 Jun 2025
Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques Adarsh Prasad Behera J. Champati Roberto Morabito Sasu Tarkoma J. Gross 25 0 0 06 Jun 2025
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Feibo Jiang Cunhua Pan Li Dong Kezhi Wang O. Dobre Mérouane Debbah LLMAG AI4TS 172 1 0 28 May 2025
Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits Yeshwanth Venkatesha Souvik Kundu Priyadarshini Panda 50 0 0 27 May 2025
LLM-Driven APT Detection for 6G Wireless Networks: A Systematic Review and Taxonomy Muhammed Golec Yaser Khamayseh Suhib Bani Melhem Abdulmalik Alwarafy 53 1 0 24 May 2025
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Jianhao Huang Qunsong Zeng Kaibin Huang DiffM 85 0 0 15 May 2025
Security of Internet of Agents: Attacks and Countermeasures Yuntao Wang Yanghe Pan Shaolong Guo Zhou Su LLMAG 115 0 0 12 May 2025
Internet of Agents: Fundamentals, Applications, and Challenges Yuntao Wang Shaolong Guo Yanghe Pan Zhou Su Fahao Chen Tom H. Luan Peng Li Jiawen Kang Dusit Niyato LLMAG LM&Ro AI4CE 150 1 0 12 May 2025
A Survey on Collaborative Mechanisms Between Large and Small Language Models Yi Chen JiaHao Zhao HaoHao Han 106 1 0 12 May 2025
Token Communication-Driven Multimodal Large Models in Resource-Constrained Multiuser Networks Junhe Zhang Wanli Ni Pengwei Wang Dongyu Wang 76 0 0 06 May 2025
HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models Zheng Lin Yuxin Zhang Zhe Chen Zihan Fang Xianhao Chen Praneeth Vepakomma Wei Ni Jun Luo Yue Gao MoE 88 4 0 05 May 2025
Edge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A Survey Jing Liu Yao Du Kun Yang Yan Wang Xiping Hu Zehua Wang Yang Liu Peng Sun Azzedine Boukerche Victor C.M. Leung 95 0 0 03 May 2025
Exploring the Role of Large Language Models in Cybersecurity: A Systematic Survey Shuang Tian Tao Zhang Qingbin Liu Jiacheng Wang Xuangou Wu ... Ruichen Zhang Wentao Zhang Zhenhui Yuan Shiwen Mao Dong In Kim 149 1 0 22 Apr 2025
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Abdelrahman Soliman 78 0 0 17 Apr 2025
Efficient Distributed Retrieval-Augmented Generation for Enhancing Language Model Performance Shixuan Liu Zhenzhe Zheng Xiaoyao Huang Fan Wu Guihai Chen Jie Wu 103 0 0 15 Apr 2025
Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency E. J. Husom Arda Goknil Merve Astekin Lwin Khin Shar Andre Kåsen S. Sen Benedikt Andreas Mithassel Ahmet Soylu MQ 99 2 0 04 Apr 2025
PartialLoading: User Scheduling and Bandwidth Allocation for Parameter-sharing Edge Inference Guanqiao Qu Qian Chen Xianhao Chen Kaibin Huang Yuguang Fang 86 1 0 29 Mar 2025
Task-Aware Parameter-Efficient Fine-Tuning of Large Pre-Trained Models at the Edge Senkang Hu Yanan Ma Yihang Tao Zhengru Fang Zihan Fang Yiqin Deng Sam Kwong Yuguang Fang 66 0 0 29 Mar 2025
SmartBench: Is Your LLM Truly a Good Chinese Smartphone Assistant? Xudong Lu Haohao Gao Renshou Wu Shuai Ren Xiaoxin Chen Hongsheng Li Fangyuan Li ELM 107 0 0 08 Mar 2025
Large AI Model for Delay-Doppler Domain Channel Prediction in 6G OTFS-Based Vehicular Networks Jianzhe Xue Dongcheng Yuan Zhanxi Ma Tiankai Jiang Yu Sun Haibo Zhou Xuemin Shen 129 2 0 03 Mar 2025
LoXR: Performance Evaluation of Locally Executing LLMs on XR Devices Dawar Khan Xinyu Liu Omar Mena Donggang Jia Alexandre Kouyoumdjian I. Viola 86 0 0 13 Feb 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 160 3 0 11 Feb 2025
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models Makoto Shing Kou Misaki Han Bao Sho Yokoi Takuya Akiba VLM 128 4 0 28 Jan 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 232 177 0 28 Jan 2025
Rethinking Membership Inference Attacks Against Transfer Learning Yanwei Yue Jing Chen Qianru Fang Kun He Ziming Zhao Hao Ren Guowen Xu Yang Liu Yang Xiang 128 36 0 20 Jan 2025
FedMeld: A Model-dispersal Federated Learning Framework for Space-ground Integrated Networks Qian Chen Xianhao Chen Kaibin Huang FedML 99 2 0 23 Dec 2024
Are Transformers Truly Foundational for Robotics? James A. R. Marshall Andrew B. Barron AI4CE 136 0 0 25 Nov 2024
CE-CoLLM: Efficient and Adaptive Large Language Models Through Cloud-Edge Collaboration Hongpeng Jin Yanzhao Wu 159 5 0 05 Nov 2024
Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective Jinhao Li Jiaming Xu Shan Huang Yonghua Chen Wen Li ... Jiayi Pan Li Ding Hao Zhou Yu Wang Guohao Dai 189 20 0 06 Oct 2024
Channel-Aware Throughput Maximization for Cooperative Data Fusion in CAV Haonan An Zhengru Fang Yuang Zhang Senkang Hu Xianhao Chen Guowen Xu Yuguang Fang 381 1 0 06 Oct 2024
An Efficient Privacy-aware Split Learning Framework for Satellite Communications Jianfei Sun Cong Wu Shahid Mumtaz Junyi Tao Mingsheng Cao Mei Wang Valerio Frascolla 79 5 0 13 Sep 2024
The Unseen AI Disruptions for Power Grids: LLM-Induced Transients Yuzhuo Li Mariam Mughees Yize Chen Yunwei Ryan Li 87 11 0 09 Sep 2024
Privacy-preserving Universal Adversarial Defense for Black-box Models Qiao Li Yanwei Yue Jing Chen Zijun Zhang Kun He Ruiying Du Xinxin Wang Qingchuang Zhao Yang Liu AAML 112 6 0 20 Aug 2024
SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models Zheng Lin Xuanjie Hu Yuxin Zhang Zhe Chen Zihan Fang Xianhao Chen Ang Li Praneeth Vepakomma Yue Gao 96 37 0 01 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 135 36 0 28 Jun 2024
Towards a Personal Health Large Language Model J. Cosentino Anastasiya Belyaeva Xin Liu N. Furlotte Zhun Yang ... S. Shetty Jiening Zhan Shruthi Prabhakara Daniel J. McDuff Cory Y. McLean AI4MH 43 19 0 10 Jun 2024
PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling Zefan Cai Yichi Zhang Bofei Gao Yuliang Liu Yongqian Li ... Wayne Xiong Yue Dong Baobao Chang Junjie Hu Wen Xiao 200 107 0 04 Jun 2024
SATSense: Multi-Satellite Collaborative Framework for Spectrum Sensing Haoxuan Yuan Zhe Chen Zheng Lin Jinbo Peng Zihan Fang Yuhang Zhong Zihang Song Yue Gao 76 12 0 24 May 2024
MiniCache: KV Cache Compression in Depth Dimension for Large Language Models Akide Liu Jing Liu Zizheng Pan Yefei He Gholamreza Haffari Bohan Zhuang MQ 91 37 0 23 May 2024
The CAP Principle for LLM Serving: A Survey of Long-Context Large Language Model Serving Pai Zeng Zhenyu Ning Jieru Zhao Weihao Cui Mengwei Xu Liwei Guo Xusheng Chen Yizhou Shan LLMAG 93 4 0 18 May 2024
Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities Hao Zhou Chengming Hu Ye Yuan Yufei Cui Yili Jin ... Di Wu Xue Liu Charlie Zhang Xianbin Wang Jiangchuan Liu 111 79 0 17 May 2024
TrimCaching: Parameter-sharing AI Model Caching in Wireless Edge Networks Guanqiao Qu Zhengyi Lin Fangming Liu Xianhao Chen Kaibin Huang 110 20 0 07 May 2024
Clover: Regressive Lightweight Speculative Decoding with Sequential Knowledge Bin Xiao Chunan Shi Xiaonan Nie Fan Yang Xiangwei Deng Lei Su Weipeng Chen Tengjiao Wang 111 9 0 01 May 2024
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing Dujian Ding Ankur Mallick Chi Wang Robert Sim Subhabrata Mukherjee Victor Rühle L. Lakshmanan Ahmed Hassan Awadallah 168 107 0 22 Apr 2024
IFViT: Interpretable Fixed-Length Representation for Fingerprint Matching via Vision Transformer Yuhang Qiu Honghui Chen Xingbo Dong Zheng Lin Iman Yi Liao Massimo Tistarelli Zhe Jin 80 26 0 12 Apr 2024
Automated Federated Pipeline for Parameter-Efficient Fine-Tuning of Large Language Models Zihan Fang Zheng Lin Zhe Chen Xianhao Chen Yue Gao Yuguang Fang 98 38 0 09 Apr 2024
AgentsCoDriver: Large Language Model Empowered Collaborative Driving with Lifelong Learning Senkang Hu Zhengru Fang Zihan Fang Yiqin Deng Xianhao Chen Yuguang Fang 123 35 0 09 Apr 2024
DLoRA: Distributed Parameter-Efficient Fine-Tuning Solution for Large Language Model Chao Gao Sai Qian Zhang ALM 155 7 0 08 Apr 2024
A Survey on Resource Management in Joint Communication and Computing-Embedded SAGIN Qian Chen Zheng Guo Weixiao Meng Shuai Han Cheng Li Tony Q. S. Quek 100 24 0 26 Mar 2024