Decentralized Federated Learning: Balancing Communication and Computing Costs

26 July 2021

Papers citing "Decentralized Federated Learning: Balancing Communication and Computing Costs"

41 / 41 papers shown

Title
Harmonizing Generalization and Personalization in Ring-topology Decentralized Federated Learning Shunxin Guo Jiaqi Lv Xin Geng 49 0 0 27 Apr 2025
Decentralized Nonconvex Composite Federated Learning with Gradient Tracking and Momentum Yuan Zhou Xinli Shi Xuelong Li Jiachen Zhong G. Wen Jinde Cao FedML 48 0 0 17 Apr 2025
ProFe: Communication-Efficient Decentralized Federated Learning via Distillation and Prototypes Pedro Miguel Sánchez Sánchez Enrique Tomás Martínez Beltrán Miguel Fernández Llamas Gérome Bovet Gregorio Martínez Pérez Alberto Huertas Celdrán FedML 87 0 0 15 Dec 2024
FedUHB: Accelerating Federated Unlearning via Polyak Heavy Ball Method Yu Jiang Chee Wei Tan K. Lam FedML MU 40 1 0 17 Nov 2024
WPFed: Web-based Personalized Federation for Decentralized Systems Guanhua Ye Jifeng He Weiqing Wang Zhe Xue Feifei Kou Yawen Li 33 0 0 15 Oct 2024
NTK-DFL: Enhancing Decentralized Federated Learning in Heterogeneous Settings via Neural Tangent Kernel Gabriel Thompson Kai Yue Chau-Wai Wong H. Dai FedML 23 0 0 02 Oct 2024
Generalization Error Matters in Decentralized Learning Under Byzantine Attacks Haoxiang Ye Qing Ling 39 0 0 11 Jul 2024
Federated and Transfer Learning for Cancer Detection Based on Image Analysis Amine Bechar Y. Elmir Yassine Himeur Rafik Medjoudj Abbes Amira MedIm 41 4 0 30 May 2024
Distributed Event-Based Learning via ADMM Güner Dilsad Er Sebastian Trimpe Michael Muehlebach FedML 44 2 0 17 May 2024
Advances in Robust Federated Learning: A Survey with Heterogeneity Considerations Chuan Chen Tianchi Liao Xiaojun Deng Zihou Wu Sheng Huang Zibin Zheng FedML 44 2 0 16 May 2024
OCD-FL: A Novel Communication-Efficient Peer Selection-based Decentralized Federated Learning Nizar Masmoudi Wael Jaafar 26 2 0 06 Mar 2024
Federated Learning Using Coupled Tensor Train Decomposition Xiangtao Zhang Eleftherios Kofidis Ce Zhu Le Zhang Yipeng Liu FedML 49 1 0 05 Mar 2024
Decentralized Federated Learning: A Survey on Security and Privacy Ehsan Hallaji R. Razavi-Far M. Saif Boyu Wang Qiang Yang FedML 58 34 0 25 Jan 2024
Topology Learning for Heterogeneous Decentralized Federated Learning over Unreliable D2D Networks Zheshun Wu Zenglin Xu Dun Zeng Junfan Li Jie Liu 20 5 0 21 Dec 2023
AEDFL: Efficient Asynchronous Decentralized Federated Learning with Heterogeneous Devices Ji Liu Tianshi Che Yang Zhou Ruoming Jin H. Dai Dejing Dou P. Valduriez 44 13 0 18 Dec 2023
Communication-Efficient Soft Actor-Critic Policy Collaboration via Regulated Segment Mixture in Internet of Vehicles Xiaoxue Yu Rongpeng Li Chengchao Liang Zhifeng Zhao 33 0 0 15 Dec 2023
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 41 17 0 01 Dec 2023
Scheduling and Communication Schemes for Decentralized Federated Learning Bahaa-Elden A. Abdelghany M. Fernández-Veiga Ana Fernández Vilas Nashwa El-Bendary A. Hassan W. Abdelmoez FedML 13 1 0 27 Nov 2023
FBChain: A Blockchain-based Federated Learning Model with Efficiency and Secure Communication Yang Li Chunhe Xia Wei Liu 43 0 0 21 Nov 2023
A Carbon Tracking Model for Federated Learning: Impact of Quantization and Sparsification Luca Barbieri S. Savazzi Sanaz Kianoush M. Nicoli Luigi Serio 11 3 0 12 Oct 2023
Collaborative Distributed Machine Learning Sumit Kumar Jha Patrick Lincoln Sascha Rank Ali Sunyaev 38 1 0 28 Sep 2023
Fedstellar: A Platform for Decentralized Federated Learning Enrique Tomás Martínez Beltrán Á. Gómez Chao Feng Pedro Miguel Sánchez Sánchez Sergio López Bernal Gérome Bovet M. Pérez Gregorio Martínez Pérez Alberto Huertas Celdrán FedML 18 40 0 16 Jun 2023
On the Computation-Communication Trade-Off with A Flexible Gradient Tracking Approach Yan Huang Jinming Xu 33 2 0 12 Jun 2023
Stochastic Unrolled Federated Learning Samar Hadou Navid Naderializadeh Alejandro Ribeiro FedML 30 5 0 24 May 2023
Distributed Learning over Networks with Graph-Attention-Based Personalization Zhuojun Tian Zhaoyang Zhang Zhaohui Yang Richeng Jin H. Dai GNN FedML 25 6 0 22 May 2023
Blockchained Federated Learning for Internet of Things: A Comprehensive Survey Yanna Jiang Baihe Ma Xu Wang Ping Yu Guangsheng Yu Zhe Wang Weiquan Ni R. Liu AI4CE 36 19 0 08 May 2023
Decentralized federated learning methods for reducing communication cost and energy consumption in UAV networks Deng Pan M. Khoshkholghi Toktam Mahmoodi 32 1 0 13 Apr 2023
Communication-Efficient Design for Quantized Decentralized Federated Learning L. Chen Wei Liu Yunfei Chen Weidong Wang FedML MQ 60 14 0 15 Mar 2023
Advancements in Federated Learning: Models, Methods, and Privacy Hui Chen Huandong Wang Qingyue Long Depeng Jin Yong Li FedML 44 14 0 22 Feb 2023
Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey Jiajun Wu Steve Drew Fan Dong Zhuangdi Zhu Jiayu Zhou FedML 55 46 0 06 Feb 2023
Jamming Attacks on Decentralized Federated Learning in General Multi-Hop Wireless Networks Yi Shi Y. Sagduyu T. Erpek AAML 31 3 0 12 Jan 2023
Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Enrique Tomás Martínez Beltrán Mario Quiles Pérez Pedro Miguel Sánchez Sánchez Sergio López Bernal Gérome Bovet M. Pérez Gregorio Martínez Pérez Alberto Huertas Celdrán FedML 35 223 0 15 Nov 2022
Enhanced Decentralized Federated Learning based on Consensus in Connected Vehicles Xiaoyan Liu Zehui Dong Zhiwei Xu Siyuan Liu Jie Tian 21 5 0 22 Sep 2022
An Energy and Carbon Footprint Analysis of Distributed and Federated Learning S. Savazzi V. Rampa Sanaz Kianoush M. Bennis 38 42 0 21 Jun 2022
Confederated Learning: Federated Learning with Decentralized Edge Servers Bin Wang Jun Fang Hongbin Li Xiaojun Yuan Qing Ling FedML 28 23 0 30 May 2022
BlockDFL: A Blockchain-based Fully Decentralized Peer-to-Peer Federated Learning Framework Zhen Qin Xueqiang Yan Mengchu Zhou Shuiguang Deng 25 12 0 21 May 2022
Communication Compression for Decentralized Learning with Operator Splitting Methods Yuki Takezawa Kenta Niwa M. Yamada 21 3 0 08 May 2022
Privatized Graph Federated Learning Elsa Rizk Stefan Vlaski Ali H. Sayed FedML 25 4 0 14 Mar 2022
Semi-Decentralized Federated Edge Learning with Data and Device Heterogeneity Yuchang Sun Jiawei Shao Yuyi Mao Jessie Hui Wang Jun Zhang FedML 21 31 0 20 Dec 2021
BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning He Zhu Qing Ling FedML AAML 22 11 0 14 Apr 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 144 1,687 0 14 Apr 2018