A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus

2 April 2020

Papers citing "A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus"

50 / 91 papers shown

Title
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
TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning Ehsan Hallaji R. Razavi-Far M. Saif 41 0 0 23 Feb 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
Proof-of-Data: A Consensus Protocol for Collaborative Intelligence Huiwen Liu Feida Zhu Ling Cheng 39 0 0 06 Jan 2025
FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks D. Nguyen Phi Le Nguyen T. Nguyen Hieu H. Pham D. Tran FedML 29 0 0 05 Nov 2024
BF-Meta: Secure Blockchain-enhanced Privacy-preserving Federated Learning for Metaverse Wenbo Liu Handi Chen Edith C. H. Ngai FedML 29 0 0 29 Oct 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
Voltran: Unlocking Trust and Confidentiality in Decentralized Federated Learning Aggregation Hao Wang Yichen Cai Jun Wang Chuan Ma Chunpeng Ge Xiangmou Qu Lu Zhou 38 1 0 13 Aug 2024
SOK: Blockchain for Provenance Asma Jodeiri Akbarfam Hoda Maleki 25 0 0 25 Jul 2024
Proof-of-Collaborative-Learning: A Multi-winner Federated Learning Consensus Algorithm Amirreza Sokhankhosh Sara Rouhani FedML 19 1 0 17 Jul 2024
Detection of Global Anomalies on Distributed IoT Edges with Device-to-Device Communication H. Ochiai Riku Nishihata Eisuke Tomiyama Yuwei Sun Hiroshi Esaki 14 3 0 16 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
On the Communication Complexity of Secure Multi-Party Computation With Aborts James Bartusek Thiago Bergamaschi Seri Khoury Saachi Mutreja Orr Paradise 21 0 0 11 Jun 2024
Fantastyc: Blockchain-based Federated Learning Made Secure and Practical William Boitier Antonella del Pozzo Álvaro García-Pérez Stephane Gazut Pierre Jobic ... Aurélien Mayoue Maxence Perion T. F. Rezende Deepika Singh Sara Tucci-Piergiovanni 17 1 0 05 Jun 2024
Wait or Not to Wait: Evaluating Trade-Offs between Speed and Precision in Blockchain-based Federated Aggregation Huong Nguyen Tri Nguyen Lauri Lovén Susanna Pirttikangas FedML 21 0 0 31 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
Advances in Robust Federated Learning: A Survey with Heterogeneity Considerations Chuan Chen Tianchi Liao Xiaojun Deng Zihou Wu Sheng Huang Zibin Zheng FedML 41 1 0 16 May 2024
Communication-Efficient Training Workload Balancing for Decentralized Multi-Agent Learning Seyed Mahmoud Sajjadi Mohammadabadi Lei Yang Feng Yan Junshan Zhang 31 5 0 01 May 2024
MultiConfederated Learning: Inclusive Non-IID Data handling with Decentralized Federated Learning Michael Duchesne Kaiwen Zhang Talhi Chamseddine FedML 34 0 0 20 Apr 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
Open-Source AI-based SE Tools: Opportunities and Challenges of Collaborative Software Learning Zhihao Lin Wei Ma Tao Lin Yaowen Zheng Jingquan Ge Jun Wang Jacques Klein Tegawende F. Bissyande Yang Liu Li Li VLM 35 4 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
FedSR: A Semi-Decentralized Federated Learning Algorithm for Non-IIDness in IoT System Jianjun Huang Lixin Ye Li Kang FedML 14 3 0 19 Mar 2024
A Selective Review on Statistical Methods for Massive Data Computation: Distributed Computing, Subsampling, and Minibatch Techniques Xuetong Li Yuan Gao Hong Chang Danyang Huang Yingying Ma ... Ke Xu Jing Zhou Xuening Zhu Yingqiu Zhu Hansheng Wang 44 7 0 17 Mar 2024
Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions Zeju Cai Jianguo Chen Yuting Fan Zibin Zheng Keqin Li 41 4 0 01 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
Data Trading and Monetization: Challenges and Open Research Directions Qusai Ramadan Zeyd Boukhers M. Alshaikh Christoph Lange Jan Jurjens 29 0 0 17 Jan 2024
Brave: Byzantine-Resilient and Privacy-Preserving Peer-to-Peer Federated Learning Zhangchen Xu Fengqing Jiang Luyao Niu Jinyuan Jia Radha Poovendran 26 0 0 10 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
Distributed client selection with multi-objective in federated learning assisted Internet of Vehicles Narisu Cha Long Chang 27 0 0 06 Jan 2024
zkDFL: An efficient and privacy-preserving decentralized federated learning with zero-knowledge proof Mojtaba Ahmadi Reza Nourmohammadi 22 7 0 01 Dec 2023
Tokenized Model: A Blockchain-Empowered Decentralized Model Ownership Verification Platform Yihao Li Yanyi Lai Tianchi Liao Chuan Chen Zibin Zheng 28 2 0 27 Nov 2023
Robust softmax aggregation on blockchain based federated learning with convergence guarantee Huiyu Wu Diego Klabjan FedML 30 2 0 13 Nov 2023
Decentralized Personalized Online Federated Learning Renzhi Wu Saayan Mitra Xiang Chen Anup Rao FedML 29 2 0 08 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
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks Jorge Castillo Phillip Rieger Hossein Fereidooni Qian Chen Ahmad Sadeghi FedML AAML 33 8 0 03 Oct 2023
Collaborative Distributed Machine Learning Sumit Kumar Jha Patrick Lincoln Sascha Rank Ali Sunyaev 30 1 0 28 Sep 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
A Survey on Decentralized Federated Learning Edoardo Gabrielli Giovanni Pica Gabriele Tolomei FedML 27 26 0 08 Aug 2023
Blockchain-based Optimized Client Selection and Privacy Preserved Framework for Federated Learning Elizabeth Salesky Susanne Burger J. Niehues Huansheng Ning FedML 6 0 0 25 Jul 2023
Heterogeneous Federated Learning: State-of-the-art and Research Challenges Mang Ye Xiuwen Fang Bo Du PongChi Yuen Dacheng Tao FedML AAML 39 244 0 20 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
A Survey on Blockchain-Based Federated Learning and Data Privacy Bipin Chhetri Saroj Gopali Rukayat Olapojoye Samin Dehbashi A. Namin 9 10 0 29 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
Challenges and Remedies to Privacy and Security in AIGC: Exploring the Potential of Privacy Computing, Blockchain, and Beyond Chuan Chen Zhenpeng Wu Yan-Hao Lai Wen-chao Ou Tianchi Liao Zibin Zheng 25 32 0 01 Jun 2023
Trustworthy Federated Learning: A Survey A. Tariq M. Serhani F. Sallabi Tariq Qayyum E. Barka K. Shuaib FedML 32 9 0 19 May 2023
A Blockchain-based Platform for Reliable Inference and Training of Large-Scale Models Sanghyeon Park Junmo Lee Soo-Mook Moon 40 1 0 06 May 2023
Privacy Computing Meets Metaverse: Necessity, Taxonomy and Challenges Chuan Chen Yuecheng Li Zhenpeng Wu Chengyuan Mai Youming Liu Yanming Hu Zibin Zheng Jiawen Kang 53 16 0 23 Apr 2023
FS-Real: Towards Real-World Cross-Device Federated Learning Daoyuan Chen Dawei Gao Yuexiang Xie Xuchen Pan Zitao Li Yaliang Li Bolin Ding Jingren Zhou 117 26 0 23 Mar 2023