Communication-Efficient Federated Learning over MIMO Multiple Access Channels

12 June 2022

Papers citing "Communication-Efficient Federated Learning over MIMO Multiple Access Channels"

22 / 22 papers shown

Title
Communication-Efficient Federated Learning via Quantized Compressed Sensing Yong-Nam Oh Namyoon Lee Yo-Seb Jeon H. Vincent Poor FedML MQ 72 35 0 30 Nov 2021
Bayesian Federated Learning over Wireless Networks Seunghoon Lee Chanhoo Park Songnam Hong Yonina C. Eldar Namyoon Lee 59 23 0 31 Dec 2020
Federated Learning via Intelligent Reflecting Surface Zhibin Wang Jiahang Qiu Yong Zhou Yuanming Shi Liqun Fu Wei Chen Khaled B. Letaief 36 154 0 10 Nov 2020
Communicate to Learn at the Edge Deniz Gunduz David Burth Kurka Mikolaj Jankowski M. Amiri Emre Ozfatura Sreejith Sreekumar 68 64 0 28 Sep 2020
Convergence of Federated Learning over a Noisy Downlink M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor FedML 88 75 0 25 Aug 2020
UVeQFed: Universal Vector Quantization for Federated Learning Nir Shlezinger Mingzhe Chen Yonina C. Eldar H. Vincent Poor Shuguang Cui FedML MQ 54 228 0 05 Jun 2020
High-Dimensional Stochastic Gradient Quantization for Communication-Efficient Edge Learning Yuqing Du Sheng Yang Kaibin Huang 138 100 0 09 Oct 2019
Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges Solmaz Niknam Harpreet S. Dhillon J. H. Reed 60 606 0 30 Jul 2019
Federated Learning over Wireless Fading Channels M. Amiri Deniz Gunduz 110 510 0 23 Jul 2019
Collaborative Machine Learning at the Wireless Edge with Blind Transmitters M. Amiri T. Duman Deniz Gunduz 64 54 0 08 Jul 2019
Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air Mohammad Mohammadi Amiri Deniz Gunduz 56 53 0 03 Jan 2019
Federated Learning via Over-the-Air Computation Kai Yang Tao Jiang Yuanming Shi Z. Ding FedML 83 878 0 31 Dec 2018
Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version) Guangxu Zhu Yong Wang Kaibin Huang FedML 69 645 0 30 Dec 2018
Towards an Intelligent Edge: Wireless Communication Meets Machine Learning Guangxu Zhu Dongzhu Liu Yuqing Du Changsheng You Jun Zhang Kaibin Huang 55 507 0 02 Sep 2018
signSGD: Compressed Optimisation for Non-Convex Problems Jeremy Bernstein Yu Wang Kamyar Azizzadenesheli Anima Anandkumar FedML ODL 101 1,050 0 13 Feb 2018
Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training Chengyue Wu Song Han Huizi Mao Yu Wang W. Dally 141 1,409 0 05 Dec 2017
Gradient Sparsification for Communication-Efficient Distributed Optimization Jianqiao Wangni Jialei Wang Ji Liu Tong Zhang 90 528 0 26 Oct 2017
Sparse Communication for Distributed Gradient Descent Alham Fikri Aji Kenneth Heafield 68 741 0 17 Apr 2017
Federated Learning: Strategies for Improving Communication Efficiency Jakub Konecný H. B. McMahan Felix X. Yu Peter Richtárik A. Suresh Dave Bacon FedML 309 4,649 0 18 Oct 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 406 17,559 0 17 Feb 2016
Federated Optimization:Distributed Optimization Beyond the Datacenter Jakub Konecný H. B. McMahan Daniel Ramage FedML 120 737 0 11 Nov 2015
Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning Ulugbek S. Kamilov S. Rangan A. Fletcher M. Unser 73 98 0 17 Jul 2012