Communicate to Learn at the Edge

28 September 2020

Deniz Gunduz

Papers citing "Communicate to Learn at the Edge"

35 / 35 papers shown

Title
Joint Source-Channel Coding: Fundamentals and Recent Progress in Practical Designs Deniz Gündüz Michèle A. Wigger Tze-Yang Tung Ping Zhang Yong Xiao 34 15 0 26 Sep 2024
Private Collaborative Edge Inference via Over-the-Air Computation Selim F. Yilmaz Burak Hasircioglu Li Qiao Deniz Gunduz FedML 64 1 0 30 Jul 2024
Mobility Accelerates Learning: Convergence Analysis on Hierarchical Federated Learning in Vehicular Networks Tan Chen Jintao Yan Yuxuan Sun Sheng Zhou Deniz Gündüz Z. Niu FedML 40 7 0 18 Jan 2024
Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 27 3 0 29 Nov 2023
Revolutionizing Wireless Networks with Federated Learning: A Comprehensive Review Sajjad Emdadi Mahdimahalleh AI4CE 38 0 0 01 Aug 2023
Communication-Efficient Federated Learning over Capacity-Limited Wireless Networks Jae-Bok Yun Yong-Nam Oh Yo-Seb Jeon H. Vincent Poor 28 2 0 20 Jul 2023
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks Zhan Gao Deniz Gunduz GNN 38 1 0 16 Feb 2023
The Internet of Senses: Building on Semantic Communications and Edge Intelligence Roghayeh Joda Medhat H. M. Elsayed H. Abou-zeid R. Atawia A. B. Sediq G. Boudreau Melike Erol-Kantarci L. Hanzo 30 11 0 21 Dec 2022
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 27 433 0 19 Jul 2022
Over-the-Air Federated Edge Learning with Hierarchical Clustering Ozan Aygün M. Kazemi Deniz Gündüz T. Duman 29 5 0 19 Jul 2022
Communication-Efficient Federated Learning over MIMO Multiple Access Channels Yo-Seb Jeon Mohammad Mohammadi Amiri Namyoon Lee 17 18 0 12 Jun 2022
Multi-user Co-inference with Batch Processing Capable Edge Server Wenqi Shi Sheng Zhou Z. Niu Miao Jiang Lu Geng 32 21 0 03 Jun 2022
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing Wei Xu Zhaohui Yang Derrick Wing Kwan Ng Marco Levorato Yonina C. Eldar Mérouane Debbah 28 398 0 01 Jun 2022
Semi-Decentralized Federated Learning with Collaborative Relaying M. Yemini R. Saha Emre Ozfatura Deniz Gündüz Andrea J. Goldsmith FedML 46 32 0 23 May 2022
FedVQCS: Federated Learning via Vector Quantized Compressed Sensing Yong-Nam Oh Yo-Seb Jeon Mingzhe Chen Walid Saad FedML 33 10 0 16 Apr 2022
Robust Federated Learning with Connectivity Failures: A Semi-Decentralized Framework with Collaborative Relaying M. Yemini R. Saha Emre Ozfatura Deniz Gündüz Andrea J. Goldsmith FedML 48 8 0 24 Feb 2022
Remote Contextual Bandits Francesco Pase Deniz Gunduz M. Zorzi 21 5 0 10 Feb 2022
Over-the-Air Ensemble Inference with Model Privacy Selim F. Yilmaz Burak Hasircioglu Deniz Gunduz FedML 35 23 0 07 Feb 2022
Collaborative Learning over Wireless Networks: An Introductory Overview Emre Ozfatura Deniz Gunduz H. Vincent Poor 30 11 0 07 Dec 2021
Communication-Efficient Federated Learning via Quantized Compressed Sensing Yong-Nam Oh Namyoon Lee Yo-Seb Jeon H. Vincent Poor FedML MQ 30 34 0 30 Nov 2021
Motivating Learners in Multi-Orchestrator Mobile Edge Learning: A Stackelberg Game Approach Mhd Saria Allahham Sameh Sorour Amr M. Mohamed A. Erbad Mohsen Guizani 14 2 0 25 Sep 2021
Fast Federated Edge Learning with Overlapped Communication and Computation and Channel-Aware Fair Client Scheduling M. E. Ozfatura Junlin Zhao Deniz Gündüz 32 15 0 14 Sep 2021
Energy-Efficient Multi-Orchestrator Mobile Edge Learning Mhd Saria Allahham Sameh Sorour Amr M. Mohamed A. Erbad Mohsen Guizani 8 2 0 02 Sep 2021
Dynamic Scheduling for Over-the-Air Federated Edge Learning with Energy Constraints Yuxuan Sun Sheng Zhou Z. Niu Deniz Gündüz 10 92 0 31 May 2021
AirNet: Neural Network Transmission over the Air Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 68 1 0 24 May 2021
Denoising Noisy Neural Networks: A Bayesian Approach with Compensation Yulin Shao Soung Chang Liew Deniz Gunduz 56 14 0 22 May 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 42 402 0 05 Apr 2021
Federated Edge Learning with Misaligned Over-The-Air Computation Yulin Shao Deniz Gunduz Soung Chang Liew FedML 13 83 0 26 Feb 2021
Time-Correlated Sparsification for Communication-Efficient Federated Learning Emre Ozfatura Kerem Ozfatura Deniz Gunduz FedML 38 47 0 21 Jan 2021
Effective Communications: A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channels Tze-Yang Tung S. Kobus Joan S. Pujol Roig Deniz Gunduz 36 2 0 02 Jan 2021
FedADC: Accelerated Federated Learning with Drift Control Emre Ozfatura Kerem Ozfatura Deniz Gunduz FedML 45 37 0 16 Dec 2020
FedRec: Federated Learning of Universal Receivers over Fading Channels Mahdi Boloursaz Mashhadi Nir Shlezinger Yonina C. Eldar Deniz Gunduz FedML 14 15 0 14 Nov 2020
Blind Federated Edge Learning M. Amiri T. Duman Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor 85 92 0 19 Oct 2020
Convergence of Federated Learning over a Noisy Downlink M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor FedML 13 74 0 25 Aug 2020
Decentralized SGD with Over-the-Air Computation Emre Ozfatura Stefano Rini Deniz Gunduz 21 38 0 06 Mar 2020