Federated Learning Meets Blockchain in Edge Computing: Opportunities and Challenges

5 April 2021

Ming Ding

Dusit Niyato

Life Fellow Ieee Poor

FedML

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Papers citing "Federated Learning Meets Blockchain in Edge Computing: Opportunities and Challenges"

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Title
Federated Learning for Cyber Physical Systems: A Comprehensive Survey Minh K. Quan P. Pathirana M. Wijayasundara S. Setunge Dinh C. Nguyen Christopher G. Brinton David J. Love H. Vincent Poor AI4CE 51 0 0 08 May 2025
Towards a Barrier-free GeoQA Portal: Natural Language Interaction with Geospatial Data Using Multi-Agent LLMs and Semantic Search Yu Feng Puzhen Zhang Guohui Xiao Linfang Ding Liqiu Meng AI4CE 53 0 0 18 Mar 2025
LiteChain: A Lightweight Blockchain for Verifiable and Scalable Federated Learning in Massive Edge Networks Handi Chen Rui Zhou Yun-Hin Chan Zhihan Jiang Xianhao Chen Edith C. H. Ngai 50 0 0 06 Mar 2025
A new framework for prognostics in decentralized industries: Enhancing fairness, security, and transparency through Blockchain and Federated Learning T.Q.D. Pham K.D. Tran Khanh T. P. Nguyen X.V. Tran K.P. Tran K.P. Tran AI4CE 36 0 0 17 Feb 2025
Principles and Components of Federated Learning Architectures S. Saif Md Abdullah Al Nasim Parag Biswas Abdur Rashid Md. Mahim Anjum Haque Md. Zihad Bin Jahangir Kishor Datta Gupta FedML 59 1 0 07 Feb 2025
Blockchain-assisted Demonstration Cloning for Multi-Agent Deep Reinforcement Learning Ahmed Alagha Jamal Bentahar Hadi Otrok Shakti Singh R. Mizouni 53 3 0 19 Jan 2025
Trustworthy Federated Learning: Privacy, Security, and Beyond Chunlu Chen Ji Liu Haowen Tan Xingjian Li Kevin I-Kai Wang Peng Li Kouichi Sakurai Dejing Dou FedML 52 3 0 03 Nov 2024
Byzantine-Robust Aggregation for Securing Decentralized Federated Learning Diego Cajaraville-Aboy Ana Fernández-Vilas R. Redondo Manuel Fernández-Veiga 25 2 0 26 Sep 2024
Evolving Topics in Federated Learning: Trends, and Emerging Directions for IS Md Raihan Uddin Gauri Shankar Saddam Hossain Mukta Prabhat Kumar Najmul Islam FedML 31 0 0 24 Sep 2024
Generative AI like ChatGPT in Blockchain Federated Learning: use cases, opportunities and future Sai Puppala Ismail Hossain Md. jahangir Alam Sajedul Talukder J. Ferdaus Mahedi Hasan Sameera Pisupati Shanmukh Mathukumilli FedML 26 1 0 25 Jul 2024
Federated Learning and AI Regulation in the European Union: Who is Responsible? -- An Interdisciplinary Analysis Herbert Woisetschläger Simon Mertel Christoph Krönke R. Mayer Hans-Arno Jacobsen FedML 35 2 0 11 Jul 2024
Threats and Defenses in Federated Learning Life Cycle: A Comprehensive Survey and Challenges Yanli Li Zhongliang Guo Nan Yang Huaming Chen Dong Yuan Weiping Ding FedML 39 2 0 09 Jul 2024
Edge AI: A Taxonomy, Systematic Review and Future Directions S. Gill Muhammed Golec Jianmin Hu Minxian Xu Junhui Du ... Kejiang Ye Prabal Verma Surendra Kumar Félix Cuadrado Steve Uhlig 42 21 0 04 Jul 2024
FedPylot: Navigating Federated Learning for Real-Time Object Detection in Internet of Vehicles Cyprien Quéméneur S. Cherkaoui 43 3 0 05 Jun 2024
Blockchain-aided wireless federated learning: Resource allocation and client scheduling Jun Li Weiwei Zhang Kang Wei Guangji Chen Feng Shu Wen Chen Shi Jin 44 0 0 02 Jun 2024
Can We Enhance the Quality of Mobile Crowdsensing Data Without Ground Truth? Jiajie Li Bo Gu Shiming Gong Zhou Su Mohsen Guizani 11 0 0 29 May 2024
Federated Learning with Blockchain-Enhanced Machine Unlearning: A Trustworthy Approach Xuhan Zuo Minghao Wang Tianqing Zhu Lefeng Zhang Shui Yu Wanlei Zhou MU 31 4 0 27 May 2024
Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization Zhe Li Bicheng Ying Zidong Liu Haibo Yang Haibo Yang FedML 59 3 0 24 May 2024
OmniLytics+: A Secure, Efficient, and Affordable Blockchain Data Market for Machine Learning through Off-Chain Processing Songze Li Mingzhe Liu Mengqi Chen SyDa 18 1 0 17 Apr 2024
Integration of Federated Learning and Blockchain in Healthcare: A Tutorial Yahya Shahsavari O. A. Dambri Yaser Baseri A. Hafid Dimitrios Makrakis OOD 51 2 0 15 Apr 2024
Communication-Efficient Large-Scale Distributed Deep Learning: A Comprehensive Survey Feng Liang Zhen Zhang Haifeng Lu Victor C. M. Leung Yanyi Guo Xiping Hu GNN 37 6 0 09 Apr 2024
Enhancing Trust and Privacy in Distributed Networks: A Comprehensive Survey on Blockchain-based Federated Learning Ji Liu Chunlu Chen Yu Li Lin Sun Yulun Song Jingbo Zhou Bo Jing Dejing Dou 46 9 0 28 Mar 2024
Federated Learning: Attacks, Defenses, Opportunities, and Challenges Ghazaleh Shirvani Saeid Ghasemshirazi Behzad Beigzadeh FedML 54 3 0 10 Mar 2024
Decentralized Federated Learning: A Survey on Security and Privacy Ehsan Hallaji R. Razavi-Far M. Saif Boyu Wang Qiang Yang FedML 50 34 0 25 Jan 2024
Privacy-Preserving in Blockchain-based Federated Learning Systems Sameera K.M. S. Nicolazzo Marco Arazzi Antonino Nocera Rafidha Rehiman K.A. V. P. Mauro Conti 33 25 0 07 Jan 2024
FLoW3 -- Web3 Empowered Federated Learning Venkata Raghava Kurada Pallava Kumar Baruah 14 1 0 09 Dec 2023
Exploring Machine Learning Models for Federated Learning: A Review of Approaches, Performance, and Limitations Elaheh Jafarigol Theodore Trafalis Talayeh Razzaghi Mona Zamankhani FedML 14 1 0 17 Nov 2023
A Blockchain-empowered Multi-Aggregator Federated Learning Architecture in Edge Computing with Deep Reinforcement Learning Optimization Xiao Li Wei Wu 26 0 0 14 Oct 2023
The Implications of Decentralization in Blockchained Federated Learning: Evaluating the Impact of Model Staleness and Inconsistencies F. Wilhelmi Nima Afraz Elia Guerra Paolo Dini 34 3 0 11 Oct 2023
FedChain: An Efficient and Secure Consensus Protocol based on Proof of Useful Federated Learning for Blockchain Peiran Wang FedML 9 1 0 29 Aug 2023
DAG-ACFL: Asynchronous Clustered Federated Learning based on DAG-DLT Xiaofeng Xue Haokun Mao Qiong Li FedML 24 1 0 25 Aug 2023
PoFEL: Energy-efficient Consensus for Blockchain-based Hierarchical Federated Learning Sheng-Nan Li Qin Hu Zhilin Wang 37 0 0 15 Aug 2023
Straggler Mitigation and Latency Optimization in Blockchain-based Hierarchical Federated Learning Zhilin Wang Qin Hu Minghui Xu Zeihui Xiong 45 0 0 02 Aug 2023
Proof-of-Federated-Learning-Subchain: Free Partner Selection Subchain Based on Federated Learning Boyang Li Bingyu Shen Qing Lu Taeho Jung Yiyu Shi 11 0 0 30 Jul 2023
Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Moming Duan Qinbin Li Linshan Jiang Bingsheng He FedML 34 4 0 05 Jul 2023
Defending Against Poisoning Attacks in Federated Learning with Blockchain Nanqing Dong Zhipeng Wang Jiahao Sun Michael C. Kampffmeyer William Knottenbelt Eric P. Xing OOD AAML 25 18 0 02 Jul 2023
Blockchain-based Federated Learning for Decentralized Energy Management Systems Abdulrezzak Zekiye Öznur Özkasap 18 3 0 23 Jun 2023
Blockchain-Enabled Federated Learning: A Reference Architecture Design, Implementation, and Verification Eunsu Goh Dae-Yeol Kim Kwangkee Lee Suyeong Oh Jong-Eui Chae Do-Yup Kim FedML 14 3 0 19 Jun 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 25 43 0 17 Jun 2023
Decentralized Federated Learning: A Survey and Perspective Liangqi Yuan Ziran Wang Lichao Sun Philip S. Yu Christopher G. Brinton FedML 40 85 0 02 Jun 2023
Smart Policy Control for Securing Federated Learning Management System Aditya Pribadi Kalapaaking Ibrahim Khalil Mohammed Atiquzzaman 24 12 0 16 May 2023
Blockchained Federated Learning for Internet of Things: A Comprehensive Survey Yanna Jiang Baihe Ma Xu Wang Ping Yu Guangsheng Yu Zhe Wang Weiquan Ni R. Liu AI4CE 33 19 0 08 May 2023
A Survey on Secure and Private Federated Learning Using Blockchain: Theory and Application in Resource-constrained Computing Ervin Moore Ahmed Imteaj S. Rezapour M. Amini 33 18 0 24 Mar 2023
ChatGPT is on the Horizon: Could a Large Language Model be Suitable for Intelligent Traffic Safety Research and Applications? Ou Zheng Mohamed Abdel-Aty Dongdong Wang Zijin Wang Shengxuan Ding LM&MA 27 14 0 06 Mar 2023
Post Quantum Secure Blockchain-based Federated Learning for Mobile Edge Computing Rongxin Xu Shiva Raj Pokhrel Qiujun Lan Gang Li 21 5 0 26 Feb 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 21 24 0 07 Jan 2023
Explainable AI over the Internet of Things (IoT): Overview, State-of-the-Art and Future Directions Senthil Kumar Jagatheesaperumal Viet Quoc Pham Rukhsana Ruby Zhaohui Yang Chunmei Xu Zhaoyang Zhang 26 50 0 02 Nov 2022
ModularFed: Leveraging Modularity in Federated Learning Frameworks Mohamad Arafeh Hadi Otrok Hakima Ould-Slimane Azzam Mourad C. Talhi Ernesto Damiani 22 19 0 31 Oct 2022
The Cost of Training Machine Learning Models over Distributed Data Sources Elia Guerra F. Wilhelmi M. Miozzo Paolo Dini FedML 22 20 0 15 Sep 2022
Recent Advances of Blockchain and its Applications Xiao Li Wei Wu 24 15 0 16 Aug 2022