Split Learning in 6G Edge Networks

21 June 2023

Papers citing "Split Learning in 6G Edge Networks"

35 / 35 papers shown

Title
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Jianhao Huang Qunsong Zeng Kaibin Huang DiffM 28 0 0 15 May 2025
Efficient Federated Split Learning for Large Language Models over Communication Networks Kai Zhao Zhaohui Yang 40 0 0 20 Apr 2025
SFL-LEO: Asynchronous Split-Federated Learning Design for LEO Satellite-Ground Network Framework Jiasheng Wu Jingjing Zhang Zheng Lin Zhe Chen Xiong Wang Wenjun Zhu Yue Gao FedML 41 0 0 18 Apr 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 28 0 0 29 Mar 2025
PartialLoading: User Scheduling and Bandwidth Allocation for Parameter-sharing Edge Inference Guanqiao Qu Qian Chen Xianhao Chen Kaibin Huang Yuguang Fang 46 1 0 29 Mar 2025
Advanced Relay-Based Collaborative Framework for Optimizing Synchronization in Split Federated Learning over Wireless Networks Haoran Gao Samuel D. Okegbile Jun Cai FedML 48 0 0 18 Mar 2025
Secure On-Device Video OOD Detection Without Backpropagation Li Li Peilin Cai Yuxiao Zhou Zhiyu Ni Renjie Liang You Qin Yi Nian Z. Tu Xiyang Hu Yue Zhao OODD FedML 68 2 0 08 Mar 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 64 34 0 20 Jan 2025
Secure Resource Allocation via Constrained Deep Reinforcement Learning Jianfei Sun Qiang Gao Cong Wu Yuxian Li Jiacheng Wang Dusit Niyato 56 1 0 20 Jan 2025
DynaShard: Secure and Adaptive Blockchain Sharding Protocol with Hybrid Consensus and Dynamic Shard Management Ao Liu Jing Chen Kun He Ruiying Du Jiahua Xu Yanwei Yue Yebo Feng Teng Li Jianfeng Ma 75 3 0 11 Nov 2024
Model Partition and Resource Allocation for Split Learning in Vehicular Edge Networks Lu Yu Zheng Chang Yunjian Jia Geyong Min 30 1 0 11 Nov 2024
Personalized Hierarchical Split Federated Learning in Wireless Networks Md Ferdous Pervej Andreas F. Molisch 28 0 0 09 Nov 2024
Tracing Human Stress from Physiological Signals using UWB Radar Jia Xu Teng Xiao Pin Lv Ziyang Chen Chao Cai Yang Zhang Zehui Xiong 47 1 0 14 Oct 2024
t-READi: Transformer-Powered Robust and Efficient Multimodal Inference for Autonomous Driving Pengfei Hu Yuhang Qian Tianyue Zheng Ang Li Zhe Chen Yue Gao Xiuzhen Cheng Jun Luo 26 0 0 13 Oct 2024
Training on Fake Labels: Mitigating Label Leakage in Split Learning via Secure Dimension Transformation Yukun Jiang Peiran Wang Chengguo Lin Ziyue Huang Yong Cheng 31 0 0 11 Oct 2024
SatFed: A Resource-Efficient LEO Satellite-Assisted Heterogeneous Federated Learning Framework Yuxin Zhang Zheng Lin Zhe Chen Zihan Fang Wenjun Zhu Xianhao Chen Jin Zhao Yue Gao FedML 25 17 0 20 Sep 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 42 5 0 13 Sep 2024
$S^2$ NeRF: Privacy-preserving Training Framework for NeRF Bokang Zhang Yanglin Zhang Zhikun Zhang Jinglan Yang Lingying Huang Junfeng Wu 51 2 0 03 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 66 6 0 20 Aug 2024
AgentsCoMerge: Large Language Model Empowered Collaborative Decision Making for Ramp Merging Senkang Hu Zhengru Fang Zihan Fang Yiqin Deng Xianhao Chen Yuguang Fang Sam Kwong 54 14 0 07 Aug 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 42 43 0 09 Jul 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 41 31 0 01 Jul 2024
Hurry: Dynamic Collaborative Framework For Low-orbit Mega-Constellation Data Downloading Handong Luo Wenhao Liu Qi Zhang Ziheng Yang Quanwei Lin Wenjun Zhu Kun Qiu Zhe Chen Yue Gao 39 1 0 05 Jun 2024
Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach Yuxuan Chen Rongpeng Li Xiaoxue Yu Zhifeng Zhao Honggang Zhang 42 9 0 03 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 34 12 0 24 May 2024
TrimCaching: Parameter-sharing AI Model Caching in Wireless Edge Networks Guanqiao Qu Zhengyi Lin Fangming Liu Xianhao Chen Kaibin Huang 54 16 0 07 May 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 56 35 0 09 Apr 2024
FedAC: An Adaptive Clustered Federated Learning Framework for Heterogeneous Data Yuxin Zhang Haoyu Chen Zheng Lin Zhe Chen Jin Zhao FedML 38 21 0 25 Mar 2024
AdaptSFL: Adaptive Split Federated Learning in Resource-constrained Edge Networks Zhengyi Lin Guanqiao Qu Wei Wei Xianhao Chen Kin K. Leung 56 48 0 19 Mar 2024
Towards Integrated Fine-tuning and Inference when Generative AI meets Edge Intelligence Ning Chen Zhipeng Cheng Xuwei Fan Xiaoyu Xia Lianfen Huang 61 1 0 05 Jan 2024
Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities Zhengyi Lin Guanqiao Qu Qiyuan Chen Randy Sarayar Zhe Chen Kaibin Huang 16 90 0 28 Sep 2023
Optimal Resource Allocation for U-Shaped Parallel Split Learning Song Lyu Zhengyi Lin Guanqiao Qu Xianhao Chen Xiaoxia Huang P. Li 25 27 0 17 Aug 2023
Vehicle as a Service (VaaS): Leverage Vehicles to Build Service Networks and Capabilities for Smart Cities Xianhao Chen Yiqin Deng Haichuan Ding Guanqiao Qu Haixia Zhang P. Li Yuguang Fang GNN 45 41 0 22 Apr 2023
Efficient Parallel Split Learning over Resource-constrained Wireless Edge Networks Zhengyi Lin Guangyu Zhu Yiqin Deng Xianhao Chen Yue Gao Kaibin Huang Yuguang Fang 29 45 0 26 Mar 2023
Splitfed learning without client-side synchronization: Analyzing client-side split network portion size to overall performance Praveen Joshi Chandra Thapa S. Çamtepe M. Hasanuzzamana T. Scully Haithem Afli FedML 40 24 0 19 Sep 2021