Distributed Learning in Wireless Networks: Recent Progress and Future Challenges

5 April 2021

Deniz Gündüz

Aneta Vulgarakis Feljan

H. Vincent Poor

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Papers citing "Distributed Learning in Wireless Networks: Recent Progress and Future Challenges"

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Title
Jamming Attacks on Federated Learning in Wireless Networks Yi Shi Y. Sagduyu 14 10 0 13 Jan 2022
How global observation works in Federated Learning: Integrating vertical training into Horizontal Federated Learning Shuo Wan Jiaxun Lu Pingyi Fan Yunfeng Shao Chenghui Peng Khaled B. Letaief FedML 19 14 0 02 Dec 2021
Federated learning and next generation wireless communications: A survey on bidirectional relationship Debaditya Shome Omer Waqar Wali Ullah Khan 26 31 0 14 Oct 2021
Fast Federated Edge Learning with Overlapped Communication and Computation and Channel-Aware Fair Client Scheduling M. E. Ozfatura Junlin Zhao Deniz Gündüz 29 15 0 14 Sep 2021
Distributed Learning for Time-varying Networks: A Scalable Design Jian Wang Yourui Huangfu Rong Li Yiqun Ge Jun Wang 6 1 0 31 Jul 2021
A New Distributed Method for Training Generative Adversarial Networks Jinke Ren Chonghe Liu Guanding Yu Dongning Guo 14 1 0 19 Jul 2021
Energy Efficient Federated Learning in Integrated Fog-Cloud Computing Enabled Internet-of-Things Networks Mohammed S. Al-Abiad Md. Zoheb Hassan Md. Jahangir Hossain 35 7 0 07 Jul 2021
Dynamic Scheduling for Over-the-Air Federated Edge Learning with Energy Constraints Yuxuan Sun Sheng Zhou Z. Niu Deniz Gündüz 10 92 0 31 May 2021
AirNet: Neural Network Transmission over the Air Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 68 1 0 24 May 2021
Gradient Coding with Dynamic Clustering for Straggler-Tolerant Distributed Learning Baturalp Buyukates Emre Ozfatura S. Ulukus Deniz Gunduz 27 15 0 01 Mar 2021
Wirelessly Powered Federated Edge Learning: Optimal Tradeoffs Between Convergence and Power Transfer Qunsong Zeng Yuqing Du Kaibin Huang 31 35 0 24 Feb 2021
Federated Learning for Physical Layer Design Ahmet M. Elbir Anastasios K. Papazafeiropoulos Symeon Chatzinotas FedML 8 26 0 23 Feb 2021
Federated Learning over Wireless Device-to-Device Networks: Algorithms and Convergence Analysis Hong Xing Osvaldo Simeone Suzhi Bi 42 92 0 29 Jan 2021
Meta-Reinforcement Learning for Reliable Communication in THz/VLC Wireless VR Networks Yining Wang Mingzhe Chen Zhaohui Yang Walid Saad T. Luo Shuguang Cui H. Vincent Poor OffRL 11 30 0 29 Jan 2021
Dopamine: Differentially Private Federated Learning on Medical Data Mohammad Malekzadeh Burak Hasircioglu N. Mital K. Katarya M. E. Ozfatura Deniz Gündüz OOD FedML 28 51 0 27 Jan 2021
Wireless Image Retrieval at the Edge Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 72 203 0 21 Jul 2020
Convergence of Update Aware Device Scheduling for Federated Learning at the Wireless Edge M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor 92 170 0 28 Jan 2020
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Amirhossein Reisizadeh Aryan Mokhtari Hamed Hassani Ali Jadbabaie Ramtin Pedarsani FedML 174 760 0 28 Sep 2019
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 75 387 0 16 Apr 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 144 1,687 0 14 Apr 2018
Robust Analog Function Computation via Wireless Multiple-Access Channels Mario Goldenbaum S. Stańczak 52 176 0 10 Oct 2012