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Learning to Minimize Age of Information over an Unreliable Channel with Energy Harvesting


Jun 30, 2021
Elif Tugce Ceran, Deniz Gunduz, Andras Gyorgy

* arXiv admin note: substantial text overlap with arXiv:1902.09467 

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Deep Stereo Image Compression with Decoder Side Information using Wyner Common Information


Jun 22, 2021
Nitish Mital, Ezgi Ozyilkan, Ali Garjani, Deniz Gunduz

* 19 pages, 18 figures 

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Less is More: Feature Selection for Adversarial Robustness with Compressive Counter-Adversarial Attacks


Jun 18, 2021
Emre Ozfatura, Muhammad Zaid Hameed, Kerem Ozfatura, Deniz Gunduz


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AirNet: Neural Network Transmission over the Air


May 26, 2021
Mikolaj Jankowski, Deniz Gunduz, Krystian Mikolajczyk


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Denoising Noisy Neural Networks: A Bayesian Approach with Compensation


May 22, 2021
Yulin Shao, Soung Chang Liew, Deniz Gunduz

* Keywords: Noisy neural network, Bayesian estimation, analog device, federated edge learning, over-the-air computation, analog storage 

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Deep Extended Feedback Codes


May 04, 2021
Anahid Robert Safavi, Alberto G. Perotti, Branislav M. Popovic, Mahdi Boloursaz Mashhadi, Deniz Gunduz

* 7 pages, 5 figures, 5 tables 

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A Novel Look at LIDAR-aided Data-driven mmWave Beam Selection


May 03, 2021
Matteo Zecchin, Mahdi Boloursaz Mashhadi, Mikolaj Jankowski, Deniz Gunduz, Marios Kountouris, David Gesbert

* Submitted for publication 

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Gradient Coding with Dynamic Clustering for Straggler-Tolerant Distributed Learning


Mar 01, 2021
Baturalp Buyukates, Emre Ozfatura, Sennur Ulukus, Deniz Gunduz

* arXiv admin note: substantial text overlap with arXiv:2011.01922 

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Federated Edge Learning with Misaligned Over-The-Air Computation


Feb 26, 2021
Yulin Shao, Deniz Gunduz, Soung Chang Liew

* 17 pages, 11 figures 

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A Reinforcement Learning Approach to Age of Information in Multi-User Networks with HARQ


Feb 19, 2021
Elif Tugce Ceran, Deniz Gunduz, Andras Gyorgy


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Active Privacy-utility Trade-off Against a Hypothesis Testing Adversary


Feb 18, 2021
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz

* Accepted to IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021) 

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Federated mmWave Beam Selection Utilizing LIDAR Data


Feb 04, 2021
Mahdi Boloursaz Mashhadi, Mikolaj Jankowski, Tze-Yang Tung, Szymon Kobus, Deniz Gunduz


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Time-Correlated Sparsification for Communication-Efficient Federated Learning


Jan 21, 2021
Emre Ozfatura, Kerem Ozfatura, Deniz Gunduz


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A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channels


Jan 02, 2021
Tze-Yang Tung, Joan Roig Pujol, Szymon Kobus, Deniz Gunduz


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FedADC: Accelerated Federated Learning with Drift Control


Dec 16, 2020
Emre Ozfatura, Kerem Ozfatura, Deniz Gunduz


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Private Wireless Federated Learning with Anonymous Over-the-Air Computation


Nov 17, 2020
Burak Hasircioglu, Deniz Gunduz


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Distributed Sparse SGD with Majority Voting


Nov 12, 2020
Kerem Ozfatura, Emre Ozfatura, Deniz Gunduz


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Gradient Coding with Dynamic Clustering for Straggler Mitigation


Nov 03, 2020
Baturalp Buyukates, Emre Ozfatura, Sennur Ulukus, Deniz Gunduz


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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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Wireless Image Retrieval at the Edge


Jul 21, 2020
Mikolaj Jankowski, Deniz Gunduz, Krystian Mikolajczyk


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Coded Distributed Computing with Partial Recovery


Jul 04, 2020
Emre Ozfatura, Sennur Ulukus, Deniz Gunduz

* Presented in part at the 2019 IEEE International Conference on Acoustics, Speech and Signal Processing in Brighton, UK 

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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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Age-Based Coded Computation for Bias Reduction in Distributed Learning


Jun 02, 2020
Emre Ozfatura, Baturalp Buyukates, Deniz Gunduz, Sennur Ulukus


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Straggler-aware Distributed Learning: Communication Computation Latency Trade-off


Apr 10, 2020
Emre Ozfatura, Sennur Ulukus, Deniz Gunduz

* This paper was presented in part at the 2019 IEEE International Symposium on Information Theory (ISIT) in Paris, France, and at the 2019 IEEE Data Science Workshop in Minneapolis, USA 

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Distributed Deep Convolutional Compression for Massive MIMO CSI Feedback


Mar 07, 2020
Qianqian Yang, Mahdi Boloursaz Mashhadi, Deniz Gunduz

* 23 pages 10 figures. arXiv admin note: substantial text overlap with arXiv:1907.02942 

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Decentralized SGD with Over-the-Air Computation


Mar 06, 2020
Emre Ozfatura, Stefano Rini, Deniz Gunduz


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Privacy-Aware Time-Series Data Sharing with Deep Reinforcement Learning


Mar 04, 2020
Ecenaz Erdemir, Pier Luigi Dragotti, Deniz Gunduz

* 11 pages, 9 figures. arXiv admin note: substantial text overlap with arXiv:1907.07606 

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Deep Joint Transmission-Recognition for Power-Constrained IoT Devices


Mar 04, 2020
Mikolaj Jankowski, Deniz Gunduz, Krystian Mikolajczyk


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