Cost-Effective Federated Learning in Mobile Edge Networks

12 September 2021

Leandros Tassiulas

Papers citing "Cost-Effective Federated Learning in Mobile Edge Networks"

23 / 23 papers shown

Title
Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning Minghui Chen Meirui Jiang Xin Zhang Qi Dou Zehua Wang Xiaoxiao Li MoMe FedML 33 2 0 31 Oct 2024
Online Client Scheduling and Resource Allocation for Efficient Federated Edge Learning Zhidong Gao Zhenxiao Zhang Yu Zhang Tongnian Wang Yanmin Gong Yuanxiong Guo 18 0 0 29 Sep 2024
Heterogeneity-Aware Resource Allocation and Topology Design for Hierarchical Federated Edge Learning Zhidong Gao Yu Zhang Yanmin Gong Yuanxiong Guo 16 0 0 29 Sep 2024
Over-the-Air Federated Learning via Weighted Aggregation Seyed Mohammad Azimi-Abarghouyi Leandros Tassiulas FedML 21 2 0 12 Sep 2024
Demo: FedCampus: A Real-world Privacy-preserving Mobile Application for Smart Campus via Federated Learning & Analytics Jiaxiang Geng Beilong Tang Boyan Zhang Jiaqi Shao B. Luo FedML 15 1 0 31 Aug 2024
Energy-Efficient Federated Edge Learning with Streaming Data: A Lyapunov Optimization Approach Chung-Hsuan Hu Zheng Chen Erik G. Larsson 21 2 0 20 May 2024
FLARE: A New Federated Learning Framework with Adjustable Learning Rates over Resource-Constrained Wireless Networks Bingnan Xiao Jingjing Zhang Wei Ni Xin Eric Wang 23 0 0 23 Apr 2024
Adaptive Federated Learning in Heterogeneous Wireless Networks with Independent Sampling Jiaxiang Geng Yanzhao Hou Xiaofeng Tao Juncheng Wang Bing Luo FedML 9 0 0 15 Feb 2024
Federated Learning While Providing Model as a Service: Joint Training and Inference Optimization Pengchao Han Shiqiang Wang Yang Jiao Jianwei Huang FedML 4 5 0 20 Dec 2023
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated Learning Luca Ballotta Nicolò Dal Fabbro Giovanni Perin Luca Schenato Michele Rossi Giuseppe Piro 30 1 0 30 Nov 2023
Handling Data Heterogeneity via Architectural Design for Federated Visual Recognition Sara Pieri Jose Renato Restom Samuel Horvath Hisham Cholakkal FedML 13 8 0 23 Oct 2023
Over-the-Air Federated Learning and Optimization Jingyang Zhu Yuanming Shi Yong Zhou Chunxiao Jiang Wei-Neng Chen Khaled B. Letaief FedML 11 10 0 16 Oct 2023
FedDefender: Client-Side Attack-Tolerant Federated Learning Sungwon Park Sungwon Han Fangzhao Wu Sundong Kim Bin Zhu Xing Xie Meeyoung Cha FedML AAML 9 20 0 18 Jul 2023
Dynamic Scheduling for Federated Edge Learning with Streaming Data Chung-Hsuan Hu Zheng Chen Erik G. Larsson 19 4 0 02 May 2023
Incentive Mechanism Design for Unbiased Federated Learning with Randomized Client Participation Bing Luo Yutong Feng Shiqiang Wang Jianwei Huang Leandros Tassiulas FedML 11 7 0 17 Apr 2023
Optimization Design for Federated Learning in Heterogeneous 6G Networks Bing Luo Xiaomin Ouyang Peng Sun Pengchao Han Ningning Ding Jianwei Huang 17 13 0 15 Mar 2023
Why Batch Normalization Damage Federated Learning on Non-IID Data? Yanmeng Wang Qingjiang Shi Tsung-Hui Chang FedML 11 33 0 08 Jan 2023
FedCross: Towards Accurate Federated Learning via Multi-Model Cross-Aggregation Ming Hu Peiheng Zhou Zhihao Yue Zhiwei Ling Yihao Huang Anran Li Yang Liu Xiang Lian Mingsong Chen FedML 9 13 0 15 Oct 2022
Energy Efficient Deployment and Orchestration of Computing Resources at the Network Edge: a Survey on Algorithms, Trends and Open Challenges N. Shalavi Giovanni Perin Andrea Zanella M. Rossi 6 6 0 28 Sep 2022
Efficient Wireless Federated Learning with Partial Model Aggregation Zhixiong Chen Wenqiang Yi A. Nallanathan Geoffrey Ye Li 24 10 0 20 Apr 2022
Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling Bing Luo Wenli Xiao Shiqiang Wang Jianwei Huang Leandros Tassiulas FedML 19 119 0 21 Dec 2021
Computational Intelligence and Deep Learning for Next-Generation Edge-Enabled Industrial IoT Shunpu Tang Lunyuan Chen Junjuan Xia Lisheng Fan A. Nallanathan 17 102 0 28 Oct 2021
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 133 1,663 0 14 Apr 2018