Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges

30 July 2019

Papers citing "Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges"

50 / 151 papers shown

Title
Differentially Private Wireless Federated Learning Using Orthogonal Sequences Xizixiang Wei Tianhao Wang Ruiquan Huang Cong Shen Jing Yang H. Vincent Poor 48 1 0 14 Jun 2023
Personalized Graph Federated Learning with Differential Privacy François Gauthier Vinay Chakravarthi Gogineni Stefan Werner Yih-Fang Huang A. Kuh FedML 34 7 0 10 Jun 2023
Jammer classification with Federated Learning Peng Wu Helena Calatrava Tales Imbiriba Pau Closas 25 8 0 05 Jun 2023
Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis Hao Lu Adam Thelen Olga Fink Chao Hu S. Laflamme FedML 23 10 0 26 Apr 2023
Secure Federated Learning for Cognitive Radio Sensing Małgorzata Wasilewska H. Bogucka H. Vincent Poor 23 17 0 23 Mar 2023
FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning Zheqi Zhu Yuchen Shi Jia Luo Fei Wang Chenghui Peng Pingyi Fan Khaled B. Letaief FedML 40 20 0 11 Mar 2023
Data Games: A Game-Theoretic Approach to Swarm Robotic Data Collection Oguzhan Akcin Po-han Li Shubhankar Agarwal Sandeep Chinchali 28 3 0 07 Mar 2023
Personalized Decentralized Federated Learning with Knowledge Distillation Eunjeong Jeong Marios Kountouris FedML 32 16 0 23 Feb 2023
Advancements in Federated Learning: Models, Methods, and Privacy Hui Chen Huandong Wang Qingyue Long Depeng Jin Yong Li FedML 44 14 0 22 Feb 2023
Towards Decentralized Predictive Quality of Service in Next-Generation Vehicular Networks Filippo Bragato Tommaso Lotta Gianmaria Ventura Matteo Drago Federico Mason M. Giordani Michele Zorzi 28 4 0 22 Feb 2023
Accordion: A Communication-Aware Machine Learning Framework for Next Generation Networks Fadhel Ayed Antonio De Domenico A. García‐Rodríguez David López-Pérez 16 4 0 12 Jan 2023
Federated Transfer-Ordered-Personalized Learning for Driver Monitoring Application Liangqi Yuan Lu Su Ziran Wang 36 19 0 12 Jan 2023
Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Yahao Ding Zhaohui Yang Viet Quoc Pham Zhaoyang Zhang M. Shikh-Bahaei 36 32 0 03 Jan 2023
Holistic Network Virtualization and Pervasive Network Intelligence for 6G Xuemin Shen Shen Jie Gao Wen Wu Mushu Li Conghao Zhou W. Zhuang 35 234 0 02 Jan 2023
Enhancing Federated Learning with spectrum allocation optimization and device selection Tinghao Zhang Kwok-Yan Lam Jun Zhao Feng-Qiang Li Huimei Han N. Jamil 33 11 0 27 Dec 2022
Free-Rider Games for Federated Learning with Selfish Clients in NextG Wireless Networks Y. Sagduyu FedML 24 8 0 21 Dec 2022
Quantum Federated Learning with Entanglement Controlled Circuits and Superposition Coding Won Joon Yun Jae Pyoung Kim Hankyul Baek Soyi Jung Jihong Park M. Bennis Joongheon Kim 34 4 0 04 Dec 2022
Analysis of Error Feedback in Federated Non-Convex Optimization with Biased Compression Xiaoyun Li Ping Li FedML 34 4 0 25 Nov 2022
Inverse Feasibility in Over-the-Air Federated Learning Tomasz Piotrowski R. Ismayilov M. Frey Renato L. G. Cavalcante 14 0 0 25 Nov 2022
Vertical Federated Learning: Concepts, Advances and Challenges Yang Liu Yan Kang Tianyuan Zou Yanhong Pu Yuanqin He Xiaozhou Ye Ye Ouyang Yaqin Zhang Qian Yang FedML 64 162 0 23 Nov 2022
Event-Triggered Decentralized Federated Learning over Resource-Constrained Edge Devices Shahryar Zehtabi Seyyedali Hosseinalipour Christopher G. Brinton FedML 29 6 0 23 Nov 2022
Fast-Convergent Federated Learning via Cyclic Aggregation Youngjoon Lee Sangwoo Park Joonhyuk Kang FedML 36 5 0 29 Oct 2022
Federated Learning and Meta Learning: Approaches, Applications, and Directions Xiaonan Liu Yansha Deng Arumugam Nallanathan M. Bennis 64 32 0 24 Oct 2022
Random Orthogonalization for Federated Learning in Massive MIMO Systems Xizixiang Wei Cong Shen Jing Yang H. Vincent Poor 57 14 0 18 Oct 2022
ISFL: Federated Learning for Non-i.i.d. Data with Local Importance Sampling Zheqi Zhu Yuchen Shi Pingyi Fan Chenghui Peng Khaled B. Letaief FedML 25 8 0 05 Oct 2022
Beam Management in Ultra-dense mmWave Network via Federated Reinforcement Learning: An Intelligent and Secure Approach Qing Xue Yijing Liu Yao Sun Jian Wang Lili Yan Gang Feng Shaodan Ma 28 53 0 04 Oct 2022
Privacy-preserving Decentralized Federated Learning over Time-varying Communication Graph Yang Lu Zhengxin Yu N. Suri FedML 24 14 0 01 Oct 2022
An Energy Optimized Specializing DAG Federated Learning based on Event Triggered Communication Xiaofeng Xue Haokun Mao Qiong Li Furong Huang FedML 33 0 0 26 Sep 2022
Generalizing intrusion detection for heterogeneous networks: A stacked-unsupervised federated learning approach G. Bertoli Lourencco Alves Pereira Junior A. Santos O. Saotome FedML 35 54 0 01 Sep 2022
AFAFed -- Protocol analysis E. Baccarelli M. Scarpiniti Alireza Momenzadeh S. S. Ahrabi FedML 6 0 0 29 Jun 2022
Communication-Efficient Federated Learning over MIMO Multiple Access Channels Yo-Seb Jeon Mohammad Mohammadi Amiri Namyoon Lee 17 18 0 12 Jun 2022
Federated learning: Applications, challenges and future directions Subrato Bharati Hossain Mondal Prajoy Podder V. B. Surya Prasath FedML 39 53 0 18 May 2022
Over-the-Air Federated Learning with Joint Adaptive Computation and Power Control Haibo Yang Pei-Yuan Qiu Jia Liu Aylin Yener 29 18 0 12 May 2022
A Practical Cross-Device Federated Learning Framework over 5G Networks Wenti Yang Naiyu Wang Zhitao Guan Longfei Wu Xiaojiang Du Mohsen Guizani FedML 15 28 0 18 Apr 2022
FedVQCS: Federated Learning via Vector Quantized Compressed Sensing Yong-Nam Oh Yo-Seb Jeon Mingzhe Chen Walid Saad FedML 33 11 0 16 Apr 2022
Federated Learning for Distributed Spectrum Sensing in NextG Communication Networks Yi Shi Y. Sagduyu T. Erpek FedML 24 15 0 06 Apr 2022
Towards Energy Efficient Distributed Federated Learning for 6G Networks Sunder Ali Khowaja K. Dev Parus Khowaja P. Bellavista FedML 9 39 0 19 Jan 2022
Jamming Attacks on Federated Learning in Wireless Networks Yi Shi Y. Sagduyu 22 10 0 13 Jan 2022
On-the-fly Resource-Aware Model Aggregation for Federated Learning in Heterogeneous Edge Hung T. Nguyen Roberto Morabito Kwang Taik Kim M. Chiang FedML 26 4 0 21 Dec 2021
Analysis and Evaluation of Synchronous and Asynchronous FLchain F. Wilhelmi L. Giupponi Paolo Dini 23 5 0 15 Dec 2021
On the Security & Privacy in Federated Learning Gorka Abad S. Picek Víctor Julio Ramírez-Durán A. Urbieta 44 11 0 10 Dec 2021
Gradient and Projection Free Distributed Online Min-Max Resource Optimization Jingrong Wang Ben Liang 20 3 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
Edge-Native Intelligence for 6G Communications Driven by Federated Learning: A Survey of Trends and Challenges Mohammad M. Al-Quraan Lina S. Mohjazi Lina Bariah A. Centeno A. Zoha Sami Muhaidat Mérouane Debbah Muhammad Ali Imran 22 62 0 14 Nov 2021
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Raed Al Kontar Naichen Shi Xubo Yue Seokhyun Chung E. Byon ... C. Okwudire Garvesh Raskutti R. Saigal Karandeep Singh Ye Zhisheng FedML 43 50 0 09 Nov 2021
Applications and Techniques for Fast Machine Learning in Science A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 14 71 0 25 Oct 2021
Federated learning and next generation wireless communications: A survey on bidirectional relationship Debaditya Shome Omer Waqar Wali Ullah Khan 41 31 0 14 Oct 2021
Modeling and Analysis of Intermittent Federated Learning Over Cellular-Connected UAV Networks Chungang Liu Di-Chun Liang Rung-Hung Gau Luwei Wei 21 1 0 13 Oct 2021
Communication-Efficient Online Federated Learning Framework for Nonlinear Regression Vinay Chakravarthi Gogineni Stefan Werner Yih-Fang Huang A. Kuh FedML 21 20 0 13 Oct 2021
Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions Thippa Reddy Gadekallu Viet Quoc Pham Thien Huynh-The S. Bhattacharya Praveen Kumar Reddy Maddikunta Madhusanka Liyanage FedML AI4CE 50 39 0 08 Oct 2021