Privacy-Preserving Average Consensus With Beaver Triple and Communication Obfuscation

A privacy-preserving average consensus algorithm is proposed that synergizes the Beaver triple in secret sharing theory and noise obfuscation. The algorithm safeguards the initial values of agents against passive adversaries in a multiagent system. It is proved that the proposed algorithm can concurrently ensure average consensus and privacy, while also reducing the online computation and communication overhead compared to encryption-based ones. In addition, it imposes a less stringent condition for privacy preservation compared to certain noise-obfuscation techniques.

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Publication Details

Journal
IEEE Transactions on Automatic Control
Published
2025-02-06
DOI
https://doi.org/10.1109/tac.2025.3539731
Citations
3
Primary Topic
Cryptography and Data Security
Type
article
Field-Weighted Citation Impact
7.44
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article

Privacy-Preserving Average Consensus With Beaver Triple and Communication Obfuscation

Jianming Lian, Peng Wang, Haibin Shao, Ning Li et al.
3 citations
IEEE Transactions on Automatic Control
Cryptography and Data Security
7.44
article

Privacy-Preserving Average Consensus With Beaver Triple and Communication Obfuscation

Jianming Lian, Peng Wang, Haibin Shao, Ning Li, Lulu Pan, Yang Lu
article en
3 citations

Abstract

A privacy-preserving average consensus algorithm is proposed that synergizes the Beaver triple in secret sharing theory and noise obfuscation. The algorithm safeguards the initial values of agents against passive adversaries in a multiagent system. It is proved that the proposed algorithm can concurrently ensure average consensus and privacy, while also reducing the online computation and communication overhead compared to encryption-based ones. In addition, it imposes a less stringent condition for privacy preservation compared to certain noise-obfuscation techniques.

IEEE Transactions on Automatic ControlVol. 70(7)
Oak Ridge National Laboratory (US), Shanghai Jiao Tong University (CN), Lancaster University (GB)
Reduced inequalities
Openalex Percentile: Top 4%
Cryptography and Data Security
7.44
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Privacy-Preserving Average Consensus With Beaver Triple and Communication Obfuscation — Jianming Lian, Peng Wang, et al. · IEEE Transactions on Automatic Control (2025) | TGRS Research Map | TGRS