ZkRep: a privacy-preserving scheme for reputation-based blockchain system
Reputation/trust-based blockchain systems have attracted considerable research interests for better integrating Internet of Things with blockchain in terms of throughput, scalability, energy efficiency, and incentive aspects. However, most existing works only consider static adversaries. Hence, they...
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sg-ntu-dr.10356-1571562022-05-14T20:11:47Z ZkRep: a privacy-preserving scheme for reputation-based blockchain system Huang, Chenyu Zhao, Yongjun Chen, Huangxun Wang, Xu Zhang, Qian Chen, Yanjiao Wang, Huaxiong Lam, Kwok-Yan School of Computer Science and Engineering School of Physical and Mathematical Sciences Nanyang Technopreneurship Center Strategic Centre for Research in Privacy-Preserving Technologies & Systems (SCRIPTS) Engineering::Computer science and engineering Blockchain Privacy-Preserving Reputation/trust-based blockchain systems have attracted considerable research interests for better integrating Internet of Things with blockchain in terms of throughput, scalability, energy efficiency, and incentive aspects. However, most existing works only consider static adversaries. Hence, they are vulnerable to slowly adaptive attackers, who can target validators with high reputation value to severely degrade the system performance. Therefore, we introduce zkRep, a privacy-preserving scheme tailored for reputation-based blockchains. Our basic idea is to hide both the identity and reputation of the validators by periodically changing the identity and reputation commitments (i.e., aliases), which makes it much more difficult for slowly adaptive attackers to identify validators with high reputation value. To realize this idea, we utilize privacy-preserving Pedersen-commitment-based reputation updating and leader election schemes that operate on concealed reputations within an epoch. We also introduce a privacy-preserving identity update protocol that changes the identity and time-window-based cumulative reputation commitments during each epoch transition. We have implemented and evaluated zkRep on the Amazon Web Service. The experimental results and analysis show that zkRep achieves great privacy-preserving features against slowly adaptive attacks with little overhead. Info-communications Media Development Authority (IMDA) National Research Foundation (NRF) Submitted/Accepted version This work was supported in part by RGC under Contract CERG 16204418, Contract 16203719, Contract 16204820, and Contract R8015; in part by the Guangdong Natural Science Foundation under Grant 2017A030312008; and in part by the National Research Foundation, Singapore, under its Strategic Capability Research Centres Funding Initiative 2022-05-09T05:34:18Z 2022-05-09T05:34:18Z 2021 Journal Article Huang, C., Zhao, Y., Chen, H., Wang, X., Zhang, Q., Chen, Y., Wang, H. & Lam, K. (2021). ZkRep: a privacy-preserving scheme for reputation-based blockchain system. IEEE Internet of Things Journal, 9(6), 4330-4342. https://dx.doi.org/10.1109/JIOT.2021.3105273 2327-4662 https://hdl.handle.net/10356/157156 10.1109/JIOT.2021.3105273 2-s2.0-85113824291 6 9 4330 4342 en IEEE Internet of Things Journal © 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/JIOT.2021.3105273. application/pdf |
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Engineering::Computer science and engineering Blockchain Privacy-Preserving Huang, Chenyu Zhao, Yongjun Chen, Huangxun Wang, Xu Zhang, Qian Chen, Yanjiao Wang, Huaxiong Lam, Kwok-Yan ZkRep: a privacy-preserving scheme for reputation-based blockchain system |
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Reputation/trust-based blockchain systems have attracted considerable research interests for better integrating Internet of Things with blockchain in terms of throughput, scalability, energy efficiency, and incentive aspects. However, most existing works only consider static adversaries. Hence, they are vulnerable to slowly adaptive attackers, who can target validators with high reputation value to severely degrade the system performance. Therefore, we introduce zkRep, a privacy-preserving scheme tailored for reputation-based blockchains. Our basic idea is to hide both the identity and reputation of the validators by periodically changing the identity and reputation commitments (i.e., aliases), which makes it much more difficult for slowly adaptive attackers to identify validators with high reputation value. To realize this idea, we utilize privacy-preserving Pedersen-commitment-based reputation updating and leader election schemes that operate on concealed reputations within an epoch. We also introduce a privacy-preserving identity update protocol that changes the identity and time-window-based cumulative reputation commitments during each epoch transition. We have implemented and evaluated zkRep on the Amazon Web Service. The experimental results and analysis show that zkRep achieves great privacy-preserving features against slowly adaptive attacks with little overhead. |
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School of Computer Science and Engineering |
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School of Computer Science and Engineering Huang, Chenyu Zhao, Yongjun Chen, Huangxun Wang, Xu Zhang, Qian Chen, Yanjiao Wang, Huaxiong Lam, Kwok-Yan |
format |
Article |
author |
Huang, Chenyu Zhao, Yongjun Chen, Huangxun Wang, Xu Zhang, Qian Chen, Yanjiao Wang, Huaxiong Lam, Kwok-Yan |
author_sort |
Huang, Chenyu |
title |
ZkRep: a privacy-preserving scheme for reputation-based blockchain system |
title_short |
ZkRep: a privacy-preserving scheme for reputation-based blockchain system |
title_full |
ZkRep: a privacy-preserving scheme for reputation-based blockchain system |
title_fullStr |
ZkRep: a privacy-preserving scheme for reputation-based blockchain system |
title_full_unstemmed |
ZkRep: a privacy-preserving scheme for reputation-based blockchain system |
title_sort |
zkrep: a privacy-preserving scheme for reputation-based blockchain system |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/157156 |
_version_ |
1734310321345003520 |