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

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
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

Gradient Coding with Clustering and Multi-message Communication

Mar 05, 2019
Emre Ozfatura, Deniz Gunduz, Sennur Ulukus


  Access Paper or Ask Questions

Communication without Interception: Defense against Deep-Learning-based Modulation Detection

Feb 27, 2019
Muhammad Zaid Hameed, Andras Gyorgy, Deniz Gunduz


  Access Paper or Ask Questions

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

Jan 03, 2019
Mohammad Mohammadi Amiri, Deniz Gunduz

* Submitted for publication 

  Access Paper or Ask Questions

Distributed Gradient Descent with Coded Partial Gradient Computations

Nov 22, 2018
Emre Ozfatura, Sennur Ulukus, Deniz Gunduz


  Access Paper or Ask Questions

Speeding Up Distributed Gradient Descent by Utilizing Non-persistent Stragglers

Oct 02, 2018
Emre Ozfatura, Deniz Gunduz, Sennur Ulukus


  Access Paper or Ask Questions

Deep Joint Source-Channel Coding for Wireless Image Transmission

Sep 15, 2018
Eirina Bourtsoulatze, David Burth Kurka, Deniz Gunduz

* 9 pages, 7 figures 

  Access Paper or Ask Questions

Multi-Access Communications with Energy Harvesting: A Multi-Armed Bandit Model and the Optimality of the Myopic Policy

Jan 01, 2015
Pol Blasco, Deniz Gunduz

* accepted for publication in IEEE Journal of Selected Areas in Communications (IEEE JSAC) Special Issue on Wireless Communications Powered by Energy Harvesting and Wireless Energy Transfer 

  Access Paper or Ask Questions