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2001.05713
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One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis
IEEE Transactions on Wireless Communications (TWC), 2020
16 January 2020
Guangxu Zhu
Yuqing Du
Deniz Gunduz
Kaibin Huang
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Papers citing
"One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis"
50 / 124 papers shown
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173
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Xu Zhang
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172
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Non-Convex Over-the-Air Heterogeneous Federated Learning: A Bias-Variance Trade-off
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Differential Privacy as a Perk: Federated Learning over Multiple-Access Fading Channels with a Multi-Antenna Base Station
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185
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209
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Rethinking Federated Learning Over the Air: The Blessing of Scaling Up
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Bikramjit Das
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144
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Optimal Batch-Size Control for Low-Latency Federated Learning with Device Heterogeneity
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Zhanwei Wang
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287
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A Two-Timescale Approach for Wireless Federated Learning with Parameter Freezing and Power Control
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Yuan Liu
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231
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261
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418
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Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy
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M. M. Mojahedian
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433
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Over-the-Air Federated Learning via Weighted Aggregation
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Leandros Tassiulas
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314
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Compute-Update Federated Learning: A Lattice Coding Approach
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Seyed Mohammad Azimi-Abarghouyi
Lav Varshney
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174
3
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10 Sep 2024
Scalable and Reliable Over-the-Air Federated Edge Learning
Maximilian Egger
Christoph Hofmeister
Cem Kaya
Rawad Bitar
Antonia Wachter-Zeh
264
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16 Jul 2024
Waveform Design for Over-the-Air Computing
IEEE Transactions on Wireless Communications (IEEE TWC), 2024
Nikos G. Evgenidis
Nikos A. Mitsiou
Sotiris A. Tegos
P. Diamantoulakis
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I. Rekanos
G. Karagiannidis
214
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Guofa Li
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FedML
461
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A SER-based Device Selection Mechanism in Multi-bits Quantization Federated Learning
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Erwu Liu
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98
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Biased Over-the-Air Federated Learning under Wireless Heterogeneity
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Nicolò Michelusi
205
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492
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Federated Learning via Lattice Joint Source-Channel Coding
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Multiple Access in the Era of Distributed Computing and Edge Intelligence
Nikos G. Evgenidis
Nikos A. Mitsiou
Vasiliki I. Koutsioumpa
Sotiris A. Tegos
P. Diamantoulakis
G. Karagiannidis
264
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26 Feb 2024
Personalized Over-the-Air Federated Learning with Personalized Reconfigurable Intelligent Surfaces
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Jiayu Mao
Aylin Yener
114
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Sparse Training for Federated Learning with Regularized Error Correction
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Kobi Cohen
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399
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Asynchronous Wireless Federated Learning with Probabilistic Client Selection
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Jiarong Yang
Yuan Liu
Fangjiong Chen
Wen Chen
Changle Li
FedML
198
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Blind Federated Learning via Over-the-Air q-QAM
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
Saeed Razavikia
José Hélio da Cruz Júnior
Carlo Fischione
346
10
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Over-the-air Federated Policy Gradient
Huiwen Yang
Lingying Huang
S. Dey
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303
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Accelerating Split Federated Learning over Wireless Communication Networks
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Ce Xu
Jinxuan Li
Yuan Liu
Yushi Ling
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216
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Over-the-Air Federated Learning and Optimization
Jingyang Zhu
Yuanming Shi
Yong Zhou
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523
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16 Oct 2023
ChannelComp: A General Method for Computation by Communications
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José Mairton Barros da Silva
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271
35
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Fundamental Limits of Distributed Optimization over Multiple Access Channel
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Shubham K. Jha
215
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Semi-Federated Learning: Convergence Analysis and Optimization of A Hybrid Learning Framework
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
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Wanli Ni
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Deniz Gunduz
Tony Q.S. Quek
Zhu Han
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218
18
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Federated Linear Bandit Learning via Over-the-Air Computation
Global Communications Conference (GLOBECOM), 2023
Jiali Wang
Yuning Jiang
Xin Liu
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FedML
279
0
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Over-the-Air Computation Aided Federated Learning with the Aggregation of Normalized Gradient
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Xuming An
Shiyuan Zuo
Han Hu
FedML
202
0
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17 Aug 2023
Wireless Federated
k
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-Means Clustering with Non-coherent Over-the-Air Computation
IEEE Military Communications Conference (MILCOM), 2023
Alphan Șahin
176
2
0
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Private Federated Learning with Dynamic Power Control via Non-Coherent Over-the-Air Computation
Anbang Zhang
Shuaishuai Guo
Shuai Liu
101
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05 Aug 2023
Over-the-Air Computation in OFDM Systems with Imperfect Channel State Information
IEEE Transactions on Communications (IEEE Trans. Commun.), 2023
Yilong Chen
Huijun Xing
Jie Xu
Lexi Xu
Shuguang Cui
151
10
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07 Jul 2023
Over-The-Air Federated Learning: Status Quo, Open Challenges, and Future Directions
Fundamental Research (FR), 2023
Bingnan Xiao
Xichen Yu
Wei Ni
Xin Wang
H. Vincent Poor
232
39
0
03 Jul 2023
Integrated Sensing, Computation, and Communication for UAV-assisted Federated Edge Learning
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
Yao Tang
Guangxu Zhu
Wei Xu
M. H. Cheung
T. Lok
Shuguang Cui
172
21
0
05 Jun 2023
Distributed Learning over Networks with Graph-Attention-Based Personalization
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Zhuojun Tian
Zhaoyang Zhang
Zhaohui Yang
Richeng Jin
H. Dai
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240
12
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Convergence Analysis of Over-the-Air FL with Compression and Power Control via Clipping
Global Communications Conference (GLOBECOM), 2023
Haifeng Wen
Hong Xing
Osvaldo Simeone
256
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Joint Compression and Deadline Optimization for Wireless Federated Learning
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Maojun Zhang
Yongqian Li
Dongzhu Liu
Richeng Jin
Guangxu Zhu
Caijun Zhong
Tony Q. S. Quek
273
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06 May 2023
Over-the-Air Federated Averaging with Limited Power and Privacy Budgets
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Na Yan
Kezhi Wang
Cunhua Pan
K. K. Chai
Feng Shu
Jiangzhou Wang
FedML
180
6
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Luya Wang
Yuanfang Chi
Jia Wang
Haijun Zhang
Fei Yu
Victor C. M. Leung
Xiping Hu
241
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31 Mar 2023
Computing Functions Over-the-Air Using Digital Modulations
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J. M. B. D. Silva
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417
19
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Digital Over-the-Air Federated Learning in Multi-Antenna Systems
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
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Mingzhe Chen
Cong Shen
Changchuan Yin
Christopher G. Brinton
272
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Over-The-Air Federated Learning Over Scalable Cell-free Massive MIMO
IEEE Transactions on Wireless Communications (TWC), 2022
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Geoffrey Ye Li
358
21
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Client Selection for Federated Bayesian Learning
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Yuan Liu
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214
16
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