Decentralized Federated Learning for UAV Networks: Architecture,
Challenges, and Opportunities

Decentralized Federated Learning for UAV Networks: Architecture, Challenges, and Opportunities

15 April 2021

Papers citing "Decentralized Federated Learning for UAV Networks: Architecture, Challenges, and Opportunities"

19 / 19 papers shown

Title
The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Maryam Ebrahimi Rajeev Sahay Seyyedali Hosseinalipour Bita Akram 44 1 0 20 Jan 2025
Review of Mathematical Optimization in Federated Learning Shusen Yang Fangyuan Zhao Zihao Zhou Liang Shi Xuebin Ren Zongben Xu FedML AI4CE 72 0 0 02 Dec 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 50 1 0 09 Jul 2024
Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning Lin Wang Yang Chen Yongxin Guo Xiaoying Tang FedML 53 0 0 05 Jul 2024
Energy-Aware Decentralized Learning with Intermittent Model Training Akash Dhasade Paolo Dini Elia Guerra Anne-Marie Kermarrec M. Miozzo Rafael Pires Rishi Sharma M. Vos 38 0 0 01 Jul 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 1 0 16 May 2024
Blockchain-enabled Clustered and Scalable Federated Learning (BCS-FL) Framework in UAV Networks S. Hafeez Lina S. Mohjazi Muhammad Ali Imran Yaohua Sun 33 4 0 07 Feb 2024
AEDFL: Efficient Asynchronous Decentralized Federated Learning with Heterogeneous Devices Ji Liu Tianshi Che Yang Zhou Ruoming Jin H. Dai Dejing Dou P. Valduriez 36 13 0 18 Dec 2023
Compression with Exact Error Distribution for Federated Learning Mahmoud Hegazy Rémi Leluc Cheuk Ting Li Aymeric Dieuleveut FedML 18 9 0 31 Oct 2023
The Implications of Decentralization in Blockchained Federated Learning: Evaluating the Impact of Model Staleness and Inconsistencies F. Wilhelmi Nima Afraz Elia Guerra Paolo Dini 34 3 0 11 Oct 2023
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size John Chen Chen Dun Anastasios Kyrillidis 13 2 0 07 Sep 2023
Data-Efficient Energy-Aware Participant Selection for UAV-Enabled Federated Learning Youssra Cheriguene Wael Jaafar Kerrache Chaker Abdelaziz H. Yanikomeroglu Fatima Zohra Bousbaa N. Lagraa FedML 44 1 0 14 Aug 2023
A Survey on Decentralized Federated Learning Edoardo Gabrielli Giovanni Pica Gabriele Tolomei FedML 27 26 0 08 Aug 2023
Decentralized Federated Learning: A Survey and Perspective Liangqi Yuan Ziran Wang Lichao Sun Philip S. Yu Christopher G. Brinton FedML 40 85 0 02 Jun 2023
Decentralized federated learning methods for reducing communication cost and energy consumption in UAV networks Deng Pan M. Khoshkholghi Toktam Mahmoodi 24 1 0 13 Apr 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 29 222 0 15 Nov 2022
Efficient and Light-Weight Federated Learning via Asynchronous Distributed Dropout Chen Dun Mirian Hipolito Garcia C. Jermaine Dimitrios Dimitriadis Anastasios Kyrillidis 61 20 0 28 Oct 2022
Federated Learning in Satellite Constellations Bho Matthiesen N. Razmi Israel Leyva Mayorga Armin Dekorsy P. Popovski FedML 11 43 0 01 Jun 2022
Efficiency in the Serverless Cloud Paradigm: A Survey on the Reusing and Approximation Aspects Chavit Denninnart Thanawat Chanikaphon Mohsen Amini Salehi 25 12 0 13 Oct 2021