Over-the-Air Federated Learning and Optimization

Over-the-Air Federated Learning and Optimization

16 October 2023

Khaled B. Letaief

Papers citing "Over-the-Air Federated Learning and Optimization"

12 / 62 papers shown

Title
Towards Federated Learning at Scale: System Design Keith Bonawitz Hubert Eichner W. Grieskamp Dzmitry Huba A. Ingerman ... H. B. McMahan Timon Van Overveldt David Petrou Daniel Ramage Jason Roselander FedML 121 2,664 0 04 Feb 2019
Agnostic Federated Learning M. Mohri Gary Sivek A. Suresh FedML 127 934 0 01 Feb 2019
Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version) Guangxu Zhu Yong Wang Kaibin Huang FedML 67 643 0 30 Dec 2018
Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning Hao Yu Sen Yang Shenghuo Zhu MoMe FedML 73 605 0 17 Jul 2018
LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning Tianyi Chen G. Giannakis Tao Sun W. Yin 53 298 0 25 May 2018
Local SGD Converges Fast and Communicates Little Sebastian U. Stich FedML 166 1,061 0 24 May 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 242 1,706 0 14 Apr 2018
On the convergence properties of a $K$ -step averaging stochastic gradient descent algorithm for nonconvex optimization Fan Zhou Guojing Cong 129 234 0 03 Aug 2017
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 394 17,468 0 17 Feb 2016
Stochastic First- and Zeroth-order Methods for Nonconvex Stochastic Programming Saeed Ghadimi Guanghui Lan ODL 120 1,549 0 22 Sep 2013
Hybrid Deterministic-Stochastic Methods for Data Fitting M. Friedlander Mark Schmidt 196 387 0 13 Apr 2011
Distributed Parameter Estimation in Sensor Networks: Nonlinear Observation Models and Imperfect Communication S. Kar José M. F. Moura K. Ramanan 151 468 0 29 Aug 2008