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Over-the-Air Federated Edge Learning with Hierarchical Clustering


Jul 19, 2022
Ozan Aygün, Mohammad Kazemi, Deniz Gündüz, Tolga M. Duman

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* 30 pages, 6 figures 

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Hierarchical Over-the-Air Federated Edge Learning


Dec 21, 2021
Ozan Aygün, Mohammad Kazemi, Deniz Gündüz, Tolga M. Duman

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* 6 pages, 5 figures 

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Speeding-Up Back-Propagation in DNN: Approximate Outer Product with Memory


Oct 18, 2021
Eduin E. Hernandez, Stefano Rini, Tolga M. Duman

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* 5 pages, 3 figures 

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Towards Goal-Oriented Semantic Signal Processing: Applications and Future Challenges


Sep 24, 2021
Mert Kalfa, Mehmetcan Gok, Arda Atalik, Busra Tegin, Tolga M. Duman, Orhan Arikan

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* Digital Signal Processing, 2021, 103134. ISSN 1051-2004 
* 44 pages, 29 figures, 3 tables. This preprint will be published in the Digital Signal Processing Journal's 30th anniversary issue on Future Signal Processing 

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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

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

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Machine Learning at Wireless Edge with OFDM and Low Resolution ADC and DAC


Oct 01, 2020
Busra Tegin, Tolga M. Duman

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* 30 pages, 9 figures 

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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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