FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks

Duong H. Nguyen; Phi L. Nguyen; Truong T. Nguyen; Hieu H. Pham; Duc A. Tran

doi:10.1109/BigData62323.2024.10825703

FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks

Duong H. Nguyen
, Phi L. Nguyen
, Truong T. Nguyen
, Hieu H. Pham
, Duc A. Tran

Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024
Editors	Wei Ding, Chang-Tien Lu, Fusheng Wang, Liping Di, Kesheng Wu, Jun Huan, Raghu Nambiar, Jundong Li, Filip Ilievski, Ricardo Baeza-Yates, Xiaohua Hu
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	7981-7990
Number of pages	10
ISBN (Electronic)	9798350362480
DOIs	https://doi.org/10.1109/BigData62323.2024.10825703
State	Published - 2024
Event	2024 IEEE International Conference on Big Data, BigData 2024 - Washington, United States Duration: Dec 15 2024 → Dec 18 2024

Publication series

Name	Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024

Conference

Conference	2024 IEEE International Conference on Big Data, BigData 2024
Country/Territory	United States
City	Washington
Period	12/15/24 → 12/18/24

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Networks and Communications
Computer Science Applications
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality
Modeling and Simulation

Keywords

Backdoor Attacks
Blockchain
Decentralized Computing
Federated Learning

Access to Document

10.1109/BigData62323.2024.10825703

Cite this

Nguyen, D. H., Nguyen, P. L., Nguyen, T. T., Pham, H. H., & Tran, D. A. (2024). FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks. In W. Ding, C.-T. Lu, F. Wang, L. Di, K. Wu, J. Huan, R. Nambiar, J. Li, F. Ilievski, R. Baeza-Yates, & X. Hu (Eds.), Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024 (pp. 7981-7990). (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData62323.2024.10825703

FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks. / Nguyen, Duong H.; Nguyen, Phi L.; Nguyen, Truong T. et al.
Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. ed. / Wei Ding; Chang-Tien Lu; Fusheng Wang; Liping Di; Kesheng Wu; Jun Huan; Raghu Nambiar; Jundong Li; Filip Ilievski; Ricardo Baeza-Yates; Xiaohua Hu. Institute of Electrical and Electronics Engineers Inc., 2024. p. 7981-7990 (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Nguyen, DH, Nguyen, PL, Nguyen, TT, Pham, HH & Tran, DA 2024, FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks. in W Ding, C-T Lu, F Wang, L Di, K Wu, J Huan, R Nambiar, J Li, F Ilievski, R Baeza-Yates & X Hu (eds), Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024, Institute of Electrical and Electronics Engineers Inc., pp. 7981-7990, 2024 IEEE International Conference on Big Data, BigData 2024, Washington, United States, 12/15/24. https://doi.org/10.1109/BigData62323.2024.10825703

Nguyen DH, Nguyen PL, Nguyen TT, Pham HH, Tran DA. FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks. In Ding W, Lu CT, Wang F, Di L, Wu K, Huan J, Nambiar R, Li J, Ilievski F, Baeza-Yates R, Hu X, editors, Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Institute of Electrical and Electronics Engineers Inc. 2024. p. 7981-7990. (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024). doi: 10.1109/BigData62323.2024.10825703

Nguyen, Duong H. ; Nguyen, Phi L. ; Nguyen, Truong T. et al. / FedBlock : A Blockchain Approach to Federated Learning against Backdoor Attacks. Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. editor / Wei Ding ; Chang-Tien Lu ; Fusheng Wang ; Liping Di ; Kesheng Wu ; Jun Huan ; Raghu Nambiar ; Jundong Li ; Filip Ilievski ; Ricardo Baeza-Yates ; Xiaohua Hu. Institute of Electrical and Electronics Engineers Inc., 2024. pp. 7981-7990 (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).

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author = "Nguyen, \{Duong H.\} and Nguyen, \{Phi L.\} and Nguyen, \{Truong T.\} and Pham, \{Hieu H.\} and Tran, \{Duc A.\}",

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ER -

FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks

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ASJC Scopus Subject Areas

Keywords

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