Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Deniz Gunduz

Federated Edge Learning with Misaligned Over-The-Air Computation


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

* 17 pages, 11 figures 

  Access Paper or Ask Questions

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


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


  Access Paper or Ask Questions

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) 

  Access Paper or Ask Questions

Federated mmWave Beam Selection Utilizing LIDAR Data


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


  Access Paper or Ask Questions

Time-Correlated Sparsification for Communication-Efficient Federated Learning


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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

FedADC: Accelerated Federated Learning with Drift Control


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


  Access Paper or Ask Questions

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


Nov 17, 2020
Burak Hasircioglu, Deniz Gunduz


  Access Paper or Ask Questions

Distributed Sparse SGD with Majority Voting


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


  Access Paper or Ask Questions

Gradient Coding with Dynamic Clustering for Straggler Mitigation


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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Wireless Image Retrieval at the Edge


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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Federated Learning With Quantized Global Model Updates


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


  Access Paper or Ask Questions

Age-Based Coded Computation for Bias Reduction in Distributed Learning


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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Decentralized SGD with Over-the-Air Computation


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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Deep Joint Transmission-Recognition for Power-Constrained IoT Devices


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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Deep Joint Source-Channel Coding for Wireless Image Retrieval


Oct 28, 2019
Mikolaj Jankowski, Deniz Gunduz, Krystian Mikolajczyk


  Access Paper or Ask Questions

CNN-based Analog CSI Feedback in FDD MIMO-OFDM Systems


Oct 23, 2019
Mahdi Boloursaz Mashhadi, Qianqian Yang, Deniz Gunduz


  Access Paper or Ask Questions

Hierarchical Federated Learning Across Heterogeneous Cellular Networks


Sep 05, 2019
Mehdi Salehi Heydar Abad, Emre Ozfatura, Deniz Gunduz, Ozgur Ercetin


  Access Paper or Ask Questions

Federated Learning over Wireless Fading Channels


Jul 23, 2019
Mohammad Mohammadi Amiri, Deniz Gunduz

* Submitted for publication 

  Access Paper or Ask Questions

Collaborative Machine Learning at the Wireless Edge with Blind Transmitters


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


  Access Paper or Ask Questions

Machine Learning in the Air


Apr 28, 2019
Deniz Gunduz, Paul de Kerret, Nicholas D. Sidiropoulos, David Gesbert, Chandra Murthy, Mihaela van der Schaar


  Access Paper or Ask Questions

Successive Refinement of Images with Deep Joint Source-Channel Coding


Mar 15, 2019
David Burth Kurka, Deniz Gunduz

* 5 pages, 6 figures 

  Access Paper or Ask Questions