A Secure Federated Learning Framework for 5G Networks

12 May 2020

Dusit Niyato

Papers citing "A Secure Federated Learning Framework for 5G Networks"

41 / 41 papers shown

Title
SEMFED: Semantic-Aware Resource-Efficient Federated Learning for Heterogeneous NLP Tasks Sajid Hussain Muhammad Sohail Nauman Ali Khan FedML 18 0 0 26 May 2025
AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation Heqing Ren Chao Feng Alberto Huertas Burkhard Stiller 71 0 0 11 May 2025
Standing Firm in 5G: A Single-Round, Dropout-Resilient Secure Aggregation for Federated Learning Yiwei Zhang R. Behnia Imtiaz Karim A. Yavuz Elisa Bertino 74 0 0 11 May 2025
Universally Harmonizing Differential Privacy Mechanisms for Federated Learning: Boosting Accuracy and Convergence Shuya Feng Meisam Mohammady Hanbin Hong Shenao Yan Ashish Kundu Binghui Wang Yuan Hong FedML 102 3 0 20 Jul 2024
Optimisation of federated learning settings under statistical heterogeneity variations Basem Suleiman M. J. Alibasa R. Purwanto Lewis Jeffries Ali Anaissi Jacky Song FedML 101 0 0 10 Jun 2024
Robust Model Aggregation for Heterogeneous Federated Learning: Analysis and Optimizations Yumeng Shao Jun Li Long Shi Kang Wei Ming Ding Qianmu Li Zengxiang Li Wen Chen Shi Jin FedML 61 1 0 11 May 2024
Advances and Open Challenges in Federated Learning with Foundation Models Chao Ren Han Yu Hongyi Peng Xiaoli Tang Anran Li ... A. Tan Bo Zhao Xiaoxiao Li Zengxiang Li Qiang Yang FedML AIFin AI4CE 154 11 0 23 Apr 2024
A Survey on Security of Ultra/Hyper Reliable Low Latency Communication: Recent Advancements, Challenges, and Future Directions Annapurna Pradhan Susmita Das Md. Jalil Piran Zhu Han 95 1 0 11 Apr 2024
Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline Anas Al-Lahham Muhammad Zaigham Zaheer Nurbek Tastan Karthik Nandakumar 73 9 0 01 Apr 2024
Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions Zeju Cai Jianguo Chen Yuting Fan Zibin Zheng Keqin Li 74 8 0 01 Mar 2024
Securing NextG Systems against Poisoning Attacks on Federated Learning: A Game-Theoretic Solution Y. Sagduyu T. Erpek Yi Shi AAML 77 2 0 28 Dec 2023
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks Jorge Castillo Phillip Rieger Hossein Fereidooni Qian Chen Ahmad Sadeghi FedML AAML 80 8 0 03 Oct 2023
Trustworthy Privacy-preserving Hierarchical Ensemble and Federated Learning in Healthcare 4.0 with Blockchain Veronika Stephanie Ibrahim Khalil Mohammed Atiquzzaman X. Yi 71 27 0 16 May 2023
IronForge: An Open, Secure, Fair, Decentralized Federated Learning Guangsheng Yu Xu Wang Caijun Sun Qin Wang Ping Yu Wei Ni R. Liu Xiwei Xu OOD AI4CE 78 26 0 07 Jan 2023
Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Yahao Ding Zhaohui Yang Quoc-Viet Pham Zhaoyang Zhang M. Shikh-Bahaei 86 38 0 03 Jan 2023
Free-Rider Games for Federated Learning with Selfish Clients in NextG Wireless Networks Y. Sagduyu FedML 76 8 0 21 Dec 2022
Inverse Feasibility in Over-the-Air Federated Learning Tomasz Piotrowski R. Ismayilov M. Frey Renato L. G. Cavalcante 23 0 0 25 Nov 2022
A Joint Framework to Privacy-Preserving Edge Intelligence in Vehicular Networks Muhammad Firdaus Kyung-Hyune Rhee 75 7 0 18 Aug 2022
Exploration and Exploitation in Federated Learning to Exclude Clients with Poisoned Data Shadha Tabatabai Ihab Mohammed Basheer Qolomany A. Albaseer Kashif Ahmad M. Abdallah Ala I. Al-Fuqaha FedML 85 3 0 29 Apr 2022
A Practical Cross-Device Federated Learning Framework over 5G Networks Wenti Yang Naiyu Wang Zhitao Guan Longfei Wu Xiaojiang Du Mohsen Guizani FedML 109 30 0 18 Apr 2022
Federated Learning for Distributed Spectrum Sensing in NextG Communication Networks Yi Shi Y. Sagduyu T. Erpek FedML 73 17 0 06 Apr 2022
Privacy-Preserving Aggregation in Federated Learning: A Survey Ziyao Liu Jiale Guo Wenzhuo Yang Jiani Fan Kwok-Yan Lam Jun Zhao FedML 114 93 0 31 Mar 2022
A Comprehensive Review on Blockchains for Internet of Vehicles: Challenges and Directions Brian Hildebrand Mohamed Baza Tara Salman Fathi H. Amsaad Abdul Razaqu Abdullah Alourani 97 48 0 21 Mar 2022
Defense Strategies Toward Model Poisoning Attacks in Federated Learning: A Survey Zhilin Wang Qiao Kang Xinyi Zhang Qin Hu AAML FedML 91 21 0 13 Feb 2022
Deep Reinforcement Learning Assisted Federated Learning Algorithm for Data Management of IIoT Peiying Zhang Chao Wang Chunxiao Jiang Zhu Han FedML 87 151 0 03 Feb 2022
Federated Reinforcement Learning for Collective Navigation of Robotic Swarms Seongin Na Tomáš Rouček Jiří Ulrich Jan Pikman T. Krajník Barry Lennox F. Arvin 74 34 0 02 Feb 2022
Jamming Attacks on Federated Learning in Wireless Networks Yi Shi Y. Sagduyu 93 12 0 13 Jan 2022
Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones Zhe Zhang Shiyao Ma Zhaohui Yang Zehui Xiong Jiawen Kang Yi Wu Kejia Zhang Dusit Niyato 65 36 0 03 Jan 2022
Robust Convergence in Federated Learning through Label-wise Clustering Hunmin Lee Yueyang Liu Donghyun Kim Yingshu Li FedML 74 2 0 28 Dec 2021
Analysis and Evaluation of Synchronous and Asynchronous FLchain F. Wilhelmi L. Giupponi Paolo Dini 68 7 0 15 Dec 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 104 67 0 14 Nov 2021
Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions T. G. Quoc-Viet Pham Thien Huynh-The S. Bhattacharya Praveen Kumar Reddy Maddikunta Sharnil Pandya Madhusanka Liyanage Wei Wang Thanh Thi Nguyen FedML AI4CE 109 43 0 08 Oct 2021
Paving the Way for Distributed Artificial Intelligence over the Air Guoqing Ma Shuping Dang Chuanting Zhang B. Shihada 43 3 0 24 Sep 2021
Asynchronous Federated Learning on Heterogeneous Devices: A Survey Chenhao Xu Youyang Qu Yong Xiang Longxiang Gao FedML 177 263 0 09 Sep 2021
FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia Longling Zhang Bochen Shen A. Barnawi Shan Xi Neeraj Kumar Yi Wu FedML MedIm 143 83 0 26 Apr 2021
Membership Inference Attacks on Machine Learning: A Survey Hongsheng Hu Z. Salcic Lichao Sun Gillian Dobbie Philip S. Yu Xuyun Zhang MIACV 125 449 0 14 Mar 2021
Blockchain-Based Federated Learning in Mobile Edge Networks with Application in Internet of Vehicles Rui Wang Heju Li Erwu Liu 66 11 0 01 Mar 2021
Robust Blockchained Federated Learning with Model Validation and Proof-of-Stake Inspired Consensus Hang Chen Syed Ali Asif Jihong Park Chien-Chung Shen M. Bennis FedML 115 46 0 09 Jan 2021
Towards Communication-efficient and Attack-Resistant Federated Edge Learning for Industrial Internet of Things Yi Liu Ruihui Zhao Jiawen Kang A. Yassine Dusit Niyato Jia-Jie Peng FedML 120 35 0 08 Dec 2020
Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications Jihong Park S. Samarakoon Anis Elgabli Joongheon Kim M. Bennis Seong-Lyun Kim Mérouane Debbah 102 165 0 06 Aug 2020
Federated Learning for 6G Communications: Challenges, Methods, and Future Directions Yi Liu Lizhen Qu Zehui Xiong Jiawen Kang Xiaofei Wang Dusit Niyato FedML AI4CE 77 284 0 04 Jun 2020