Collaborative Machine Learning at the Wireless Edge with Blind Transmitters

8 July 2019

Deniz Gunduz

Papers citing "Collaborative Machine Learning at the Wireless Edge with Blind Transmitters"

24 / 24 papers shown

Title
Over-the-Air Computation Based on Balanced Number Systems for Federated Edge Learning Alphan Șahin FedML 108 19 0 13 Oct 2022
Communication-Efficient Federated Learning over MIMO Multiple Access Channels Yo-Seb Jeon Mohammad Mohammadi Amiri Namyoon Lee 76 18 0 12 Jun 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 122 468 0 24 Nov 2021
BEV-SGD: Best Effort Voting SGD for Analog Aggregation Based Federated Learning against Byzantine Attackers Xin-Yue Fan Yue Wang Yan Huo Zhi Tian FedML 96 28 0 18 Oct 2021
Fundamental limits of over-the-air optimization: Are analog schemes optimal? Shubham K. Jha Prathamesh Mayekar Himanshu Tyagi 79 9 0 11 Sep 2021
Accelerated Gradient Descent Learning over Multiple Access Fading Channels Raz Paul Yuval Friedman Kobi Cohen 121 33 0 26 Jul 2021
Joint Optimization of Communications and Federated Learning Over the Air Xin-Yue Fan Yue Wang Yan Huo Z. Tian FedML 112 58 0 08 Apr 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 149 451 0 05 Apr 2021
1-Bit Compressive Sensing for Efficient Federated Learning Over the Air Xin-Yue Fan Yue Wang Yan Huo Z. Tian FedML 86 37 0 30 Mar 2021
Federated Edge Learning with Misaligned Over-The-Air Computation Yulin Shao Deniz Gunduz Soung Chang Liew FedML 102 88 0 26 Feb 2021
Blind Federated Edge Learning M. Amiri T. Duman Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor 159 95 0 19 Oct 2020
Blind Federated Learning at the Wireless Edge with Low-Resolution ADC and DAC Busra Tegin T. Duman FedML 47 2 0 01 Oct 2020
Wireless for Machine Learning Henrik Hellström J. M. B. D. Silva Mohammad Mohammadi Amiri Mingzhe Chen Viktoria Fodor H. Vincent Poor Carlo Fischione 125 18 0 31 Aug 2020
Convergence of Federated Learning over a Noisy Downlink M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor FedML 126 78 0 25 Aug 2020
A Compressive Sensing Approach for Federated Learning over Massive MIMO Communication Systems Yo-Seb Jeon M. Amiri Jun Li H. Vincent Poor 88 9 0 18 Mar 2020
Convergence of Update Aware Device Scheduling for Federated Learning at the Wireless Edge M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor 169 179 0 28 Jan 2020
Communication Efficient Federated Learning over Multiple Access Channels Wei-Ting Chang Ravi Tandon FedML 100 44 0 23 Jan 2020
One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis Guangxu Zhu Yuqing Du Deniz Gunduz Kaibin Huang 157 334 0 16 Jan 2020
Energy-Aware Analog Aggregation for Federated Learning with Redundant Data Yuxuan Sun Sheng Zhou Deniz Gündüz FedML 91 97 0 01 Nov 2019
Hierarchical Federated Learning Across Heterogeneous Cellular Networks Mehdi Salehi Heydar Abad Emre Ozfatura Deniz Gunduz Ozgur Ercetin FedML 164 330 0 05 Sep 2019
On Analog Gradient Descent Learning over Multiple Access Fading Channels Tomer Sery Kobi Cohen 82 162 0 20 Aug 2019
Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air Mohammad Mohammadi Amiri Deniz Gunduz 131 54 0 03 Jan 2019
Blind Over-the-Air Computation and Data Fusion via Provable Wirtinger Flow Jialin Dong Yuanming Shi Z. Ding 55 61 0 12 Nov 2018
Computation Scheduling for Distributed Machine Learning with Straggling Workers Mohammad Mohammadi Amiri Deniz Gunduz FedML 119 3 0 23 Oct 2018