Distributed Learning in Wireless Networks: Recent Progress and Future Challenges

5 April 2021

Deniz Gündüz

Aneta Vulgarakis Feljan

H. Vincent Poor

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Papers citing "Distributed Learning in Wireless Networks: Recent Progress and Future Challenges"

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Title
Split Unlearning Guangsheng Yu Xu Wang Caijun Sun Xu Wang Baihe Ma Caijun Sun Wei Ni Ren Ping Liu MU 6 0 0 21 Aug 2023
Private Federated Learning with Dynamic Power Control via Non-Coherent Over-the-Air Computation Anbang Zhang Shuaishuai Guo Shuai Liu 19 2 0 05 Aug 2023
Efficient Multiuser AI Downloading via Reusable Knowledge Broadcasting Hai Wu Qunsong Zeng Kaibin Huang 19 7 0 28 Jul 2023
Edge Learning for 6G-enabled Internet of Things: A Comprehensive Survey of Vulnerabilities, Datasets, and Defenses M. Ferrag Othmane Friha B. Kantarci Norbert Tihanyi Lucas C. Cordeiro Merouane Debbah Djallel Hamouda Muna Al-Hawawreh K. Choo 23 43 0 17 Jun 2023
Task-Oriented Integrated Sensing, Computation and Communication for Wireless Edge AI Hong Xing Guangxu Zhu Dongzhu Liu Haifeng Wen Kaibin Huang Kaishun Wu 19 11 0 11 Jun 2023
Networked Communication for Decentralised Agents in Mean-Field Games Patrick Benjamin Alessandro Abate FedML 40 2 0 05 Jun 2023
CRS-FL: Conditional Random Sampling for Communication-Efficient and Privacy-Preserving Federated Learning Jianhua Wang Xiaolin Chang J. Misic Vojislav B. Mišić Lin Li Yingying Yao FedML 6 3 0 01 Jun 2023
Handoff-Aware Distributed Computing in High Altitude Platform Station (HAPS)-Assisted Vehicular Networks Qiqi Ren Omid Abbasi Gunes Karabulut Kurt H. Yanikomeroglu Jian Chen 27 14 0 07 May 2023
Joint Compression and Deadline Optimization for Wireless Federated Learning Maojun Zhang Y. Li Dongzhu Liu Richeng Jin Guangxu Zhu Caijun Zhong Tony Q. S. Quek 22 5 0 06 May 2023
Vertical Federated Learning over Cloud-RAN: Convergence Analysis and System Optimization Yuanming Shi Shuhao Xia Yong Zhou Yijie Mao Chunxiao Jiang M. Tao FedML 13 15 0 04 May 2023
Joint Age-based Client Selection and Resource Allocation for Communication-Efficient Federated Learning over NOMA Networks Bibo Wu Fang Fang Xianbin Wang 34 19 0 18 Apr 2023
Efficient Parallel Split Learning over Resource-constrained Wireless Edge Networks Zhengyi Lin Guangyu Zhu Yiqin Deng Xianhao Chen Yue Gao Kaibin Huang Yuguang Fang 23 101 0 26 Mar 2023
Secure Federated Learning for Cognitive Radio Sensing Małgorzata Wasilewska H. Bogucka H. Vincent Poor 11 17 0 23 Mar 2023
Collaborative Learning with a Drone Orchestrator Mahdi Boloursaz Mashhadi Mahnoosh Mahdavimoghadam Rahim Tafazolli Walid Saad 120 5 0 03 Mar 2023
On-the-Fly Communication-and-Computing for Distributed Tensor Decomposition Over MIMO Channels Xu Chen Erik G. Larsson Kaibin Huang 30 3 0 28 Feb 2023
Digital Over-the-Air Federated Learning in Multi-Antenna Systems Sihua Wang Mingzhe Chen Cong Shen Changchuan Yin Christopher G. Brinton 32 2 0 04 Feb 2023
Federated Learning for Water Consumption Forecasting in Smart Cities Mohammed El Hanjri Hibatallah Kabbaj A. Kobbane Amine Abouaomar 22 11 0 30 Jan 2023
Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Yahao Ding Zhaohui Yang Viet Quoc Pham Zhaoyang Zhang M. Shikh-Bahaei 31 31 0 03 Jan 2023
Optimization of Image Transmission in a Cooperative Semantic Communication Networks Wenjing Zhang Yining Wang Mingzhe Chen Tao Luo Dusit Niyato 23 41 0 01 Jan 2023
Free-Rider Games for Federated Learning with Selfish Clients in NextG Wireless Networks Y. Sagduyu FedML 22 8 0 21 Dec 2022
MOB-FL: Mobility-Aware Federated Learning for Intelligent Connected Vehicles Bowen Xie Yuxuan Sun Sheng Zhou Z. Niu Yang Xu Jingran Chen Deniz Gündüz 17 11 0 07 Dec 2022
On the Energy and Communication Efficiency Tradeoffs in Federated and Multi-Task Learning S. Savazzi V. Rampa Sanaz Kianoush M. Bennis 11 1 0 02 Dec 2022
Non-Coherent Over-the-Air Decentralized Gradient Descent Nicolò Michelusi 24 6 0 19 Nov 2022
Enabling AI Quality Control via Feature Hierarchical Edge Inference Jinhyuk Choi Seongun Kim Seung-Woo Ko 10 0 0 15 Nov 2022
Optimal Privacy Preserving for Federated Learning in Mobile Edge Computing Hai M. Nguyen N. Chu Diep N. Nguyen D. Hoang Van-Dinh Nguyen Minh Hoàng Hà E. Dutkiewicz Marwan Krunz FedML 12 1 0 14 Nov 2022
Federated Learning and Meta Learning: Approaches, Applications, and Directions Xiaonan Liu Yansha Deng Arumugam Nallanathan M. Bennis 46 32 0 24 Oct 2022
Deep Edge Intelligence: Architecture, Key Features, Enabling Technologies and Challenges Prabath Abeysekara Haipeng Dong •. A. K. Qin 14 0 0 24 Oct 2022
A Survey on Over-the-Air Computation Alphan Șahin Rui Yang 31 75 0 20 Oct 2022
Over-the-Air Computation Based on Balanced Number Systems for Federated Edge Learning Alphan Șahin FedML 26 14 0 13 Oct 2022
In-situ Model Downloading to Realize Versatile Edge AI in 6G Mobile Networks Kaibin Huang Hai Wu Zhiyan Liu Xiaojuan Qi 8 9 0 07 Oct 2022
Downlink Compression Improves TopK Sparsification William Zou H. Sterck Jun Liu 16 0 0 30 Sep 2022
An Energy Optimized Specializing DAG Federated Learning based on Event Triggered Communication Xiaofeng Xue Haokun Mao Qiong Li Furong Huang FedML 17 0 0 26 Sep 2022
Over-the-Air Computation over Balanced Numerals Alphan Șahin Rui Yang 23 9 0 22 Sep 2022
The Cost of Training Machine Learning Models over Distributed Data Sources Elia Guerra F. Wilhelmi M. Miozzo Paolo Dini FedML 14 20 0 15 Sep 2022
Convergence Acceleration in Wireless Federated Learning: A Stackelberg Game Approach Kaidi Wang Y. Ma Mahdi Boloursaz Mashhadi C. Foh Rahim Tafazolli Z. Ding FedML 50 11 0 14 Sep 2022
Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Feng Wang M. C. Gursoy Senem Velipasalar 11 2 0 12 Sep 2022
To Compute or not to Compute? Adaptive Smart Sensing in Resource-Constrained Edge Computing Luca Ballotta Giovanni Peserico Francesco Zanini Paolo Dini 18 3 0 05 Sep 2022
Predictive GAN-powered Multi-Objective Optimization for Hybrid Federated Split Learning Benshun Yin Zhiyong Chen M. Tao FedML 71 23 0 02 Sep 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 24 432 0 19 Jul 2022
Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI Dingzhu Wen Peixi Liu Guangxu Zhu Yuanming Shi Jie Xu Yonina C. Eldar Shuguang Cui 22 111 0 03 Jul 2022
Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification Shuai Wang Chengyang Li Derrick Wing Kwan Ng Yonina C. Eldar H. Vincent Poor Qi Hao Chengzhong Xu FedML 13 58 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 34 32 0 23 May 2022
Rate-Constrained Remote Contextual Bandits Francesco Pase Deniz Gündüz M. Zorzi 22 8 0 26 Apr 2022
Federated Learning for Distributed Spectrum Sensing in NextG Communication Networks Yi Shi Y. Sagduyu T. Erpek FedML 19 15 0 06 Apr 2022
Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs F. Wilhelmi Jernej Hribar Selim F. Yilmaz Emre Ozfatura Kerem Ozfatura ... Xiaoying Ye Lizhao You Yulin Shao Paolo Dini B. Bellalta 21 10 0 20 Mar 2022
Adaptive Information Bottleneck Guided Joint Source and Channel Coding for Image Transmission Lunan Sun Yang Yang Mingzhe Chen Caili Guo Walid Saad H. Vincent Poor 22 24 0 12 Mar 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 40 8 0 24 Feb 2022
Time-Correlated Sparsification for Efficient Over-the-Air Model Aggregation in Wireless Federated Learning Yuxuan Sun Sheng Zhou Z. Niu Deniz Gündüz 6 21 0 17 Feb 2022
Over-the-Air Ensemble Inference with Model Privacy Selim F. Yilmaz Burak Hasircioglu Deniz Gunduz FedML 19 23 0 07 Feb 2022