On Analog Gradient Descent Learning over Multiple Access Fading Channels

20 August 2019

Papers citing "On Analog Gradient Descent Learning over Multiple Access Fading Channels"

50 / 68 papers shown

Title
Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Jiaqi Zhu Bikramjit Das Yong Xie Nikolaos Pappas Howard H. Yang FedML 18 0 0 25 Aug 2025
Free Privacy Protection for Wireless Federated Learning: Enjoy It or Suffer from It? Weicai Li Tiejun Lv Xiyu Zhao Xin Yuan Wei Ni 104 0 0 15 Jun 2025
PAUSE: Low-Latency and Privacy-Aware Active User Selection for Federated Learning Ori Peleg Natalie Lang Stefano Rini Nir Shlezinger Kobi Cohen FedML 142 0 0 17 Mar 2025
GP-FL: Model-Based Hessian Estimation for Second-Order Over-the-Air Federated Learning Shayan Mohajer Hamidi Ali Bereyhi S. Asaad H. Vincent Poor 165 1 0 05 Dec 2024
Robust Federated Learning Over the Air: Combating Heavy-Tailed Noise with Median Anchored Clipping Jiaxing Li Zihan Chen Kai Fong Ernest Chong Bikramjit Das Tony Q.S. Quek Howard H. Yang 233 1 0 23 Sep 2024
Over-the-Air Federated Learning via Weighted Aggregation Seyed Mohammad Azimi-Abarghouyi Leandros Tassiulas FedML 130 4 0 12 Sep 2024
Compute-Update Federated Learning: A Lattice Coding Approach Seyed Mohammad Azimi-Abarghouyi Lav Varshney FedML 88 2 0 10 Sep 2024
A Survey on Integrated Sensing, Communication, and Computation Dingzhu Wen Yong Zhou Xiaoyang Li Yuanming Shi Kaibin Huang Khaled B. Letaief 116 53 0 15 Aug 2024
Pre-Training and Personalized Fine-Tuning via Over-the-Air Federated Meta-Learning: Convergence-Generalization Trade-Offs Haifeng Wen Hong Xing Osvaldo Simeone AI4CE 165 4 0 17 Jun 2024
An Autoencoder-Based Constellation Design for AirComp in Wireless Federated Learning Yujia Mu Xizixiang Wei Cong Shen 66 2 0 15 Apr 2024
Adaptive Federated Learning Over the Air Chenhao Wang Zihan Chen Nikolaos Pappas Howard H. Yang Tony Q.S. Quek H. Vincent Poor FedML 132 2 0 11 Mar 2024
Federated Learning via Lattice Joint Source-Channel Coding Seyed Mohammad Azimi-Abarghouyi Lav Varshney FedML 101 5 0 01 Mar 2024
Rendering Wireless Environments Useful for Gradient Estimators: A Zero-Order Stochastic Federated Learning Method Elissa Mhanna Mohamad Assaad 220 2 0 30 Jan 2024
Over-the-Air Federated Learning with Phase Noise: Analysis and Countermeasures Martin Dahl Erik G. Larsson FedML 61 2 0 16 Jan 2024
Sparse Training for Federated Learning with Regularized Error Correction Ran Greidi Kobi Cohen FedML 165 2 0 21 Dec 2023
A Masked Pruning Approach for Dimensionality Reduction in Communication-Efficient Federated Learning Systems Tamir L. S. Gez Kobi Cohen 110 3 0 06 Dec 2023
AirFL-Mem: Improving Communication-Learning Trade-Off by Long-Term Memory Haifeng Wen Hong Xing Osvaldo Simeone 105 0 0 25 Oct 2023
Over-the-air Federated Policy Gradient Huiwen Yang Lingying Huang S. Dey Ling Shi 101 0 0 25 Oct 2023
Over-the-Air Federated Learning and Optimization Jingyang Zhu Yuanming Shi Yong Zhou Chunxiao Jiang Wei Chen Khaled B. Letaief FedML 160 17 0 16 Oct 2023
Fundamental Limits of Distributed Optimization over Multiple Access Channel Shubham K. Jha 87 1 0 05 Oct 2023
Federated Linear Bandit Learning via Over-the-Air Computation Jiali Wang Yuning Jiang Xin Liu Ting Wang Yuanming Shi FedML 100 0 0 25 Aug 2023
Over-the-Air Computation Aided Federated Learning with the Aggregation of Normalized Gradient Rongfei Fan Xuming An Shiyuan Zuo Han Hu FedML 92 0 0 17 Aug 2023
Over-The-Air Federated Learning: Status Quo, Open Challenges, and Future Directions Bingnan Xiao Xichen Yu Wei Ni Xin Wang H. Vincent Poor 121 26 0 03 Jul 2023
Differentially Private Wireless Federated Learning Using Orthogonal Sequences Xizixiang Wei Tianhao Wang Ruiquan Huang Cong Shen Jing Yang H. Vincent Poor 131 1 0 14 Jun 2023
Riemannian Low-Rank Model Compression for Federated Learning with Over-the-Air Aggregation Ye Xue Vincent K. N. Lau 60 10 0 04 Jun 2023
Semi-Asynchronous Federated Edge Learning Mechanism via Over-the-air Computation Zhoubin Kou Yun-Gyu Ji Xiaoxiong Zhong Shenmin Zhang FedML 133 0 0 06 May 2023
Communication and Energy Efficient Wireless Federated Learning with Intrinsic Privacy Zhenxiao Zhang Yuanxiong Guo Yuguang Fang Yanmin Gong 102 6 0 15 Apr 2023
Accelerating Wireless Federated Learning via Nesterov's Momentum and Distributed Principle Component Analysis Yanjie Dong Luya Wang Yuanfang Chi Jia Wang Haijun Zhang Fei Yu Victor C. M. Leung Xiping Hu 99 5 0 31 Mar 2023
Client Selection for Generalization in Accelerated Federated Learning: A Multi-Armed Bandit Approach Dan Ben Ami Kobi Cohen Qing Zhao FedML 86 15 0 18 Mar 2023
Personalizing Federated Learning with Over-the-Air Computations Zihan Chen Zeshen Li Howard H. Yang Tony Q.S. Quek FedML 76 12 0 24 Feb 2023
Over-The-Air Federated Learning Over Scalable Cell-free Massive MIMO Houssem Sifaou Geoffrey Ye Li 146 15 0 13 Dec 2022
Non-Coherent Over-the-Air Decentralized Gradient Descent Nicolò Michelusi 117 7 0 19 Nov 2022
A Survey on Over-the-Air Computation Alphan Șahin Rui Yang 153 110 0 20 Oct 2022
Random Orthogonalization for Federated Learning in Massive MIMO Systems Xizixiang Wei Cong Shen Jing Yang H. Vincent Poor 115 17 0 18 Oct 2022
Towards Efficient Communications in Federated Learning: A Contemporary Survey Zihao Zhao Yuzhu Mao Yang Liu Linqi Song Ouyang Ye Xinlei Chen Wenbo Ding FedML 137 65 0 02 Aug 2022
Matching Pursuit Based Scheduling for Over-the-Air Federated Learning Ali Bereyhi Adela Vagollari S. Asaad R. Muller W. Gerstacker H. Vincent Poor 140 6 0 14 Jun 2022
Over-the-Air Federated Learning with Joint Adaptive Computation and Power Control Haibo Yang Pei-Yuan Qiu Jia Liu Aylin Yener 80 21 0 12 May 2022
Over-The-Air Federated Learning under Byzantine Attacks Houssem Sifaou Geoffrey Ye Li OOD FedML 119 8 0 05 May 2022
Differentially Private Federated Learning via Reconfigurable Intelligent Surface Yuhan Yang Yong Zhou Youlong Wu Yuanming Shi 86 28 0 31 Mar 2022
Over-the-Air Federated Learning via Second-Order Optimization Peng Yang Yuning Jiang Ting Wang Yong Zhou Yuanming Shi Colin N. Jones 126 32 0 29 Mar 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 128 469 0 24 Nov 2021
Over-the-Air Federated Learning with Retransmissions (Extended Version) Henrik Hellström Viktoria Fodor Carlo Fischione 77 2 0 19 Nov 2021
Robust Federated Learning via Over-The-Air Computation Houssem Sifaou Geoffrey Ye Li FedML 159 18 0 01 Nov 2021
Learning, Computing, and Trustworthiness in Intelligent IoT Environments: Performance-Energy Tradeoffs B. Soret L. Nguyen J. Seeger Arne Bröring Chaouki Ben Issaid S. Samarakoon Anis El Gabli V. Kulkarni M. Bennis P. Popovski 114 14 0 04 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
Federated Learning with Downlink Device Selection M. Amiri Sanjeev R. Kulkarni H. Vincent Poor FedML 124 9 0 07 Jul 2021
Over-the-Air Decentralized Federated Learning Yandong Shi Yong Zhou Yuanming Shi FedML 120 42 0 15 Jun 2021
Communication-Efficient Split Learning Based on Analog Communication and Over the Air Aggregation Mounssif Krouka Anis Elgabli Chaouki Ben Issaid M. Bennis 72 23 0 02 Jun 2021
Federated Learning: A Signal Processing Perspective Tomer Gafni Nir Shlezinger Kobi Cohen Yonina C. Eldar H. Vincent Poor FedML 141 139 0 31 Mar 2021