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Federated Learning with Downlink Device Selection


Jul 07, 2021
Mohammad Mohammadi Amiri, Sanjeev R. Kulkarni, H. Vincent Poor

* accepted in IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2021 

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Blind Federated Edge Learning


Oct 19, 2020
Mohammad Mohammadi Amiri, Tolga M. Duman, Deniz Gunduz, Sanjeev R. Kulkarni, H. Vincent Poor

* submitted for publication. arXiv admin note: text overlap with arXiv:1907.03909 

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Communicate to Learn at the Edge


Sep 28, 2020
Deniz Gunduz, David Burth Kurka, Mikolaj Jankowski, Mohammad Mohammadi Amiri, Emre Ozfatura, Sreejith Sreekumar

* 13 pages, 5 figures 

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Convergence of Federated Learning over a Noisy Downlink


Aug 25, 2020
Mohammad Mohammadi Amiri, Deniz Gunduz, Sanjeev R. Kulkarni, H. Vincent Poor

* submitted for publication 

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Federated Learning With Quantized Global Model Updates


Jun 18, 2020
Mohammad Mohammadi Amiri, Deniz Gunduz, Sanjeev R. Kulkarni, H. Vincent Poor


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Gradient Estimation for Federated Learning over Massive MIMO Communication Systems


Mar 18, 2020
Yo-Seb Jeon, Mohammad Mohammadi Amiri, Jun Li, H. Vincent Poor


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Update Aware Device Scheduling for Federated Learning at the Wireless Edge


Jan 28, 2020
Mohammad Mohammadi Amiri, Deniz Gunduz, Sanjeev R. Kulkarni, H. Vincent Poor


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Federated Learning over Wireless Fading Channels


Jul 23, 2019
Mohammad Mohammadi Amiri, Deniz Gunduz

* Submitted for publication 

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Collaborative Machine Learning at the Wireless Edge with Blind Transmitters


Jul 08, 2019
Mohammad Mohammadi Amiri, Tolga M. Duman, Deniz Gunduz


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Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air


Jan 03, 2019
Mohammad Mohammadi Amiri, Deniz Gunduz

* Submitted for publication 

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