Fast Convergence Algorithm for Analog Federated Learning

30 October 2020

Papers citing "Fast Convergence Algorithm for Analog Federated Learning"

20 / 20 papers shown

Title
Federated Learning via Intelligent Reflecting Surface Zhibin Wang Jiahang Qiu Yong Zhou Yuanming Shi Liqun Fu Wei Chen Khaled B. Letaief 8 152 0 10 Nov 2020
Over-the-Air Federated Learning from Heterogeneous Data Tomer Sery Nir Shlezinger Kobi Cohen Yonina C. Eldar FedML 38 196 0 27 Sep 2020
FedSplit: An algorithmic framework for fast federated optimization Reese Pathak Martin J. Wainwright FedML 144 183 0 11 May 2020
Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface Kai Yang Yuanming Shi Yong Zhou Zhanpeng Yang Liqun Fu Wei Chen 34 143 0 13 Apr 2020
From Local SGD to Local Fixed-Point Methods for Federated Learning Grigory Malinovsky D. Kovalev Elnur Gasanov Laurent Condat Peter Richtárik FedML 105 115 0 03 Apr 2020
Scheduling for Cellular Federated Edge Learning with Importance and Channel Awareness Jinke Ren Yinghui He Dingzhu Wen Guanding Yu Kaibin Huang Dongning Guo 52 194 0 01 Apr 2020
Joint Parameter-and-Bandwidth Allocation for Improving the Efficiency of Partitioned Edge Learning Dingzhu Wen M. Bennis Kaibin Huang 40 48 0 10 Mar 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 41 327 0 22 Feb 2020
Convergence Time Optimization for Federated Learning over Wireless Networks Mingzhe Chen H. Vincent Poor Walid Saad Shuguang Cui 37 296 0 22 Jan 2020
A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Mingzhe Chen Zhaohui Yang Walid Saad Changchuan Yin H. Vincent Poor Shuguang Cui FedML 59 1,181 0 17 Sep 2019
Federated Learning: Challenges, Methods, and Future Directions Tian Li Anit Kumar Sahu Ameet Talwalkar Virginia Smith FedML 83 4,470 0 21 Aug 2019
On Analog Gradient Descent Learning over Multiple Access Fading Channels Tomer Sery Kobi Cohen 22 153 0 20 Aug 2019
Federated Learning over Wireless Fading Channels M. Amiri Deniz Gunduz 89 508 0 23 Jul 2019
On the Convergence of FedAvg on Non-IID Data Xiang Li Kaixuan Huang Wenhao Yang Shusen Wang Zhihua Zhang FedML 123 2,311 0 04 Jul 2019
The Roadmap to 6G -- AI Empowered Wireless Networks Khaled B. Letaief Wei Chen Yuanming Shi Jun Zhang Y. Zhang 29 1,353 0 26 Apr 2019
Federated Learning via Over-the-Air Computation Kai Yang Tao Jiang Yuanming Shi Z. Ding FedML 57 874 0 31 Dec 2018
Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version) Guangxu Zhu Yong Wang Kaibin Huang FedML 45 638 0 30 Dec 2018
Federated Optimization in Heterogeneous Networks Tian Li Anit Kumar Sahu Manzil Zaheer Maziar Sanjabi Ameet Talwalkar Virginia Smith FedML 83 5,105 0 14 Dec 2018
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 200 1,692 0 14 Apr 2018
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 226 17,235 0 17 Feb 2016