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A Blockchain-based Decentralized Federated Learning Framework with
  Committee Consensus

A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus

IEEE Network (IEEE Netw.), 2020
2 April 2020
Yuzheng Li
Chuan Chen
Nan Liu
Huawei Huang
Zibin Zheng
Qiang Yan
    FedML
ArXiv (abs)PDFHTML

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

50 / 104 papers shown
Adaptive Decentralized Federated Learning for Robust Optimization
Adaptive Decentralized Federated Learning for Robust Optimization
Shuyuan Wu
Feifei Wang
Y. Gao
Rui Wang
Hansheng Wang
139
0
0
02 Dec 2025
Fusion of Machine Learning and Blockchain-based Privacy-Preserving Approach for Health Care Data in the Internet of Things
Fusion of Machine Learning and Blockchain-based Privacy-Preserving Approach for Health Care Data in the Internet of ThingsJournal of Supercomputing (J. Supercomput.), 2024
Behnam Rezaei Bezanjani
Seyyed Hamid Ghafouri
Reza Gholamrezaei
OOD
361
23
0
21 Oct 2025
Privacy-Preserving Healthcare Data in IoT: A Synergistic Approach with Deep Learning and Blockchain
Privacy-Preserving Healthcare Data in IoT: A Synergistic Approach with Deep Learning and BlockchainJournal of Supercomputing (J. Supercomput.), 2025
Behnam Rezaei Bezanjani
Seyyed Hamid Ghafouri
Reza Gholamrezaei
205
9
0
21 Oct 2025
Enhancing Split Learning with Sharded and Blockchain-Enabled SplitFed Approaches
Enhancing Split Learning with Sharded and Blockchain-Enabled SplitFed Approaches
Amirreza Sokhankhosh
Khalid Hassan
Sara Rouhani
FedML
189
0
0
29 Sep 2025
Poison to Detect: Detection of Targeted Overfitting in Federated Learning
Poison to Detect: Detection of Targeted Overfitting in Federated Learning
Soumia Zohra El Mestari
Maciej Krzysztof Zuziak
Gabriele Lenzini
160
0
0
15 Sep 2025
From Federated Learning to X-Learning: Breaking the Barriers of Decentrality Through Random Walks
From Federated Learning to X-Learning: Breaking the Barriers of Decentrality Through Random Walks
Allan Salihovic
Payam Abdisarabshali
Michael Langberg
Seyyedali Hosseinalipour
FedMLOOD
354
0
0
03 Sep 2025
Blockchain-Enabled Federated Learning
Blockchain-Enabled Federated Learning
Murtaza Rangwala
Venugopal K R
Rajkumar Buyya
193
4
0
08 Aug 2025
DAG-AFL:Directed Acyclic Graph-based Asynchronous Federated Learning
DAG-AFL:Directed Acyclic Graph-based Asynchronous Federated Learning
Shuaipeng Zhang
Lanju Kong
Yixin Zhang
Wei He
Yongqing Zheng
Han Yu
Lizhen Cui
116
1
0
28 Jul 2025
Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator
Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulatorIEEE Open Journal of the Communications Society (IEEE Open J. Commun. Soc.), 2025
Alberto Bazán-Guillén
Carlos Beis-Penedo
Diego Cajaraville-Aboy
Pablo Barbecho-Bautista
R. Redondo
Luis J. de la Cruz Llopis
Ana Fernández-Vilas
Mónica Aguilar Igartua
M. Fernández-Veiga
AI4TS
225
0
0
09 Jun 2025
Poster: FedBlockParadox -- A Framework for Simulating and Securing Decentralized Federated Learning
Poster: FedBlockParadox -- A Framework for Simulating and Securing Decentralized Federated LearningInternational Conference on Detection of intrusions and malware, and vulnerability assessment (DIMVA), 2025
Gabriele Digregorio
Francesco Bleggi
Federico Caroli
Michele Carminati
S. Zanero
Stefano Longari
FedML
195
0
0
03 Jun 2025
Towards a Barrier-free GeoQA Portal: Natural Language Interaction with Geospatial Data Using Multi-Agent LLMs and Semantic Search
Towards a Barrier-free GeoQA Portal: Natural Language Interaction with Geospatial Data Using Multi-Agent LLMs and Semantic SearchInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2025
Yu Feng
Puzhen Zhang
Guohui Xiao
Linfang Ding
Liqiu Meng
AI4CE
425
2
0
18 Mar 2025
LiteChain: A Lightweight Blockchain for Verifiable and Scalable Federated Learning in Massive Edge Networks
LiteChain: A Lightweight Blockchain for Verifiable and Scalable Federated Learning in Massive Edge NetworksIEEE Transactions on Mobile Computing (IEEE TMC), 2025
Handi Chen
Rui Zhou
Yun-Hin Chan
Zhihan Jiang
Xianhao Chen
Edith C.H. Ngai
314
10
0
06 Mar 2025
TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning
TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning
Ehsan Hallaji
R. Razavi-Far
R. Razavi-Far
253
1
0
23 Feb 2025
Blockchain-based Framework for Scalable and Incentivized Federated Learning
Blockchain-based Framework for Scalable and Incentivized Federated LearningThe Web Conference (WWW), 2025
Bijun Wu
Oshani Seneviratne
FedML
317
8
0
21 Feb 2025
A new framework for prognostics in decentralized industries: Enhancing fairness, security, and transparency through Blockchain and Federated Learning
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
412
4
0
17 Feb 2025
Proof-of-Data: A Consensus Protocol for Collaborative Intelligence
Proof-of-Data: A Consensus Protocol for Collaborative Intelligence
Huiwen Liu
Feida Zhu
Ling Cheng
447
1
0
06 Jan 2025
FedBlock: A Blockchain Approach to Federated Learning against Backdoor
  Attacks
FedBlock: A Blockchain Approach to Federated Learning against Backdoor AttacksBigData Congress [Services Society] (BSS), 2024
D. Nguyen
Phi Le Nguyen
T. Nguyen
Hieu H. Pham
D. Tran
FedML
313
4
0
05 Nov 2024
BF-Meta: Secure Blockchain-enhanced Privacy-preserving Federated
  Learning for Metaverse
BF-Meta: Secure Blockchain-enhanced Privacy-preserving Federated Learning for Metaverse
Wenbo Liu
Handi Chen
Edith C. H. Ngai
FedML
346
3
0
29 Oct 2024
Evolving Topics in Federated Learning: Trends, and Emerging Directions
  for IS
Evolving Topics in Federated Learning: Trends, and Emerging Directions for IS
Md Raihan Uddin
Gauri Shankar
Saddam Hossain Mukta
Prabhat Kumar
Najmul Islam
FedML
186
3
0
24 Sep 2024
Voltran: Unlocking Trust and Confidentiality in Decentralized Federated
  Learning Aggregation
Voltran: Unlocking Trust and Confidentiality in Decentralized Federated Learning AggregationIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024
Hao Wang
Yichen Cai
Jun Wang
Chuan Ma
Chunpeng Ge
Xiangmou Qu
Lu Zhou
201
5
0
13 Aug 2024
SOK: Blockchain for Provenance
SOK: Blockchain for Provenance
Asma Jodeiri Akbarfam
Hoda Maleki
290
6
0
25 Jul 2024
Proof-of-Collaborative-Learning: A Multi-winner Federated Learning
  Consensus Algorithm
Proof-of-Collaborative-Learning: A Multi-winner Federated Learning Consensus Algorithm
Amirreza Sokhankhosh
Sara Rouhani
FedML
236
6
0
17 Jul 2024
Detection of Global Anomalies on Distributed IoT Edges with
  Device-to-Device Communication
Detection of Global Anomalies on Distributed IoT Edges with Device-to-Device Communication
H. Ochiai
Riku Nishihata
Eisuke Tomiyama
Yuwei Sun
Hiroshi Esaki
196
13
0
16 Jul 2024
Threats and Defenses in Federated Learning Life Cycle: A Comprehensive
  Survey and Challenges
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
390
26
0
09 Jul 2024
On the Communication Complexity of Secure Multi-Party Computation With
  Aborts
On the Communication Complexity of Secure Multi-Party Computation With Aborts
James Bartusek
Thiago Bergamaschi
Seri Khoury
Saachi Mutreja
Orr Paradise
148
0
0
11 Jun 2024
Fantastyc: Blockchain-based Federated Learning Made Secure and Practical
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
253
11
0
05 Jun 2024
Wait or Not to Wait: Evaluating Trade-Offs between Speed and Precision
  in Blockchain-based Federated Aggregation
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
235
4
0
31 May 2024
Federated Learning with Blockchain-Enhanced Machine Unlearning: A
  Trustworthy Approach
Federated Learning with Blockchain-Enhanced Machine Unlearning: A Trustworthy Approach
Xuhan Zuo
Minghao Wang
Tianqing Zhu
Lefeng Zhang
Shui Yu
Wanlei Zhou
MU
292
21
0
27 May 2024
Advances in Robust Federated Learning: A Survey with Heterogeneity Considerations
Advances in Robust Federated Learning: A Survey with Heterogeneity ConsiderationsIEEE Transactions on Big Data (IEEE Trans. Big Data), 2024
Chuan Chen
Tianchi Liao
Xiaojun Deng
Zihou Wu
Sheng Huang
Zibin Zheng
FedML
435
2
0
16 May 2024
Communication-Efficient Training Workload Balancing for Decentralized
  Multi-Agent Learning
Communication-Efficient Training Workload Balancing for Decentralized Multi-Agent Learning
Seyed Mahmoud Sajjadi Mohammadabadi
Lei Yang
Feng Yan
Junshan Zhang
279
16
0
01 May 2024
MultiConfederated Learning: Inclusive Non-IID Data handling with
  Decentralized Federated Learning
MultiConfederated Learning: Inclusive Non-IID Data handling with Decentralized Federated Learning
Michael Duchesne
Kaiwen Zhang
Talhi Chamseddine
FedML
277
3
0
20 Apr 2024
OmniLytics+: A Secure, Efficient, and Affordable Blockchain Data Market
  for Machine Learning through Off-Chain Processing
OmniLytics+: A Secure, Efficient, and Affordable Blockchain Data Market for Machine Learning through Off-Chain Processing
Songze Li
Mingzhe Liu
Mengqi Chen
SyDa
158
1
0
17 Apr 2024
Open-Source AI-based SE Tools: Opportunities and Challenges of
  Collaborative Software Learning
Open-Source AI-based SE Tools: Opportunities and Challenges of Collaborative Software LearningACM Transactions on Software Engineering and Methodology (TOSEM), 2024
Zhihao Lin
Wei Ma
Tao Lin
Yaowen Zheng
Jingquan Ge
Jun Wang
Jacques Klein
Tegawende F. Bissyande
Yang Liu
Li Li
VLM
207
14
0
09 Apr 2024
Enhancing Trust and Privacy in Distributed Networks: A Comprehensive
  Survey on Blockchain-based Federated Learning
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
287
43
0
28 Mar 2024
FedSR: A Semi-Decentralized Federated Learning Algorithm for Non-IIDness
  in IoT System
FedSR: A Semi-Decentralized Federated Learning Algorithm for Non-IIDness in IoT System
Jianjun Huang
Lixin Ye
Li Kang
FedML
161
3
0
19 Mar 2024
A Selective Review on Statistical Methods for Massive Data Computation:
  Distributed Computing, Subsampling, and Minibatch Techniques
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
234
18
0
17 Mar 2024
Blockchain-empowered Federated Learning: Benefits, Challenges, and
  Solutions
Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions
Zeju Cai
Jianguo Chen
Yuting Fan
Zibin Zheng
Keqin Li
231
31
0
01 Mar 2024
BlockFUL: Enabling Unlearning in Blockchained Federated Learning
BlockFUL: Enabling Unlearning in Blockchained Federated Learning
Xiao Liu
Mingyuan Li
Xu Wang
Guangsheng Yu
Wei Ni
Lixiang Li
Haipeng Peng
Renping Liu
MU
187
3
0
26 Feb 2024
Decentralized Federated Learning: A Survey on Security and Privacy
Decentralized Federated Learning: A Survey on Security and PrivacyIEEE Transactions on Big Data (IEEE Trans. Big Data), 2024
Ehsan Hallaji
R. Razavi-Far
R. Razavi-Far
Boyu Wang
Qiang Yang
FedML
360
116
0
25 Jan 2024
Data Trading and Monetization: Challenges and Open Research Directions
Data Trading and Monetization: Challenges and Open Research DirectionsInternational Conference on Future Networks and Distributed Systems (ICFNDS), 2023
Qusai Ramadan
Zeyd Boukhers
M. Alshaikh
Christoph Lange
Jan Jurjens
207
4
0
17 Jan 2024
Brave: Byzantine-Resilient and Privacy-Preserving Peer-to-Peer Federated
  Learning
Brave: Byzantine-Resilient and Privacy-Preserving Peer-to-Peer Federated Learning
Zhangchen Xu
Fengqing Jiang
Luyao Niu
Jinyuan Jia
Radha Poovendran
149
0
0
10 Jan 2024
Privacy-Preserving in Blockchain-based Federated Learning Systems
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
228
74
0
07 Jan 2024
Distributed client selection with multi-objective in federated learning
  assisted Internet of Vehicles
Distributed client selection with multi-objective in federated learning assisted Internet of Vehicles
Narisu Cha
Long Chang
160
1
0
06 Jan 2024
FLoW3 -- Web3 Empowered Federated Learning
FLoW3 -- Web3 Empowered Federated Learning
Venkata Raghava Kurada
Pallava Kumar Baruah
161
1
0
09 Dec 2023
zkDFL: An efficient and privacy-preserving decentralized federated
  learning with zero-knowledge proof
zkDFL: An efficient and privacy-preserving decentralized federated learning with zero-knowledge proofInternational Conference on Applied Informatics and Communication (ICAIC), 2023
Mojtaba Ahmadi
Reza Nourmohammadi
304
16
0
01 Dec 2023
Tokenized Model: A Blockchain-Empowered Decentralized Model Ownership
  Verification Platform
Tokenized Model: A Blockchain-Empowered Decentralized Model Ownership Verification Platform
Yihao Li
Yanyi Lai
Tianchi Liao
Chuan Chen
Zibin Zheng
347
5
0
27 Nov 2023
Robust softmax aggregation on blockchain based federated learning with
  convergence guarantee
Robust softmax aggregation on blockchain based federated learning with convergence guarantee
Huiyu Wu
Diego Klabjan
FedML
310
4
0
13 Nov 2023
Decentralized Personalized Online Federated Learning
Decentralized Personalized Online Federated Learning
Renzhi Wu
Saayan Mitra
Xiang Chen
Anup Rao
FedML
288
3
0
08 Nov 2023
A Blockchain-empowered Multi-Aggregator Federated Learning Architecture
  in Edge Computing with Deep Reinforcement Learning Optimization
A Blockchain-empowered Multi-Aggregator Federated Learning Architecture in Edge Computing with Deep Reinforcement Learning Optimization
Xiao Li
Wei Wu
219
2
0
14 Oct 2023
FLEDGE: Ledger-based Federated Learning Resilient to Inference and
  Backdoor Attacks
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor AttacksAsia-Pacific Computer Systems Architecture Conference (ACSA), 2023
Jorge Castillo
Phillip Rieger
Hossein Fereidooni
Qian Chen
Ahmad Sadeghi
FedMLAAML
201
10
0
03 Oct 2023
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