SoK: Privacy-Preserving Computing in the Blockchain Era

被引:4
|
作者
Almashaqbeh, Ghada [1 ]
Solomon, Ravital [2 ]
机构
[1] Univ Connecticut, Storrs, CT 06269 USA
[2] Sunscreen, San Francisco, CA USA
关键词
Blockchain model; private payments; private computation; zero knowledge proofs; FULLY-HOMOMORPHIC ENCRYPTION; SECURITY;
D O I
10.1109/EuroSP53844.2022.00016
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Privacy is a huge concern for cryptocurrencies and blockchains as most of these systems log everything in the clear. This has resulted in several academic and industrial initiatives to address privacy. Starting with the UTXO model of Bitcoin, initial works brought confidentiality and anonymity to payments. Recent works have expanded to support more generalized forms of private computation. Such solutions tend to be highly involved as they rely on advanced cryptographic primitives and creative techniques to handle issues related to dealing with private records (e.g. concurrency and double spending). This situation makes it hard to comprehend the current state-of-the-art, much less build on top of it. To address these challenges, we develop a systematization of knowledge for privacy-preserving solutions in blockchain. To the best of our knowledge, our work is the first of its kind. After motivating design challenges, we devise two systematization frameworks-the first as a stepping stone to the second-and use them to study the state-of-the-art. For our first framework, we study the zero-knowledge proof systems used in surveyed solutions, based on their key features and limitations. Our second is for privacy-preserving solutions; we define several dimensions to categorize the surveyed schemes and, in doing so, identify two major paradigms employed to achieve private computation. We go on to provide insights to guide solutions' adoption and development. Finally, we touch upon challenges related to limited functionality and accommodating new developments.
引用
收藏
页码:124 / 139
页数:16
相关论文
共 50 条
  • [31] A Privacy-Preserving Trust Model Based on Blockchain for VANETs
    Lu, Zhaojun
    Liu, Wenchao
    Wang, Qian
    Qu, Gang
    Liu, Zhenglin
    [J]. IEEE ACCESS, 2018, 6 : 45655 - 45664
  • [32] A Novel Location Privacy-Preserving Approach Based on Blockchain
    Qiu, Ying
    Liu, Yi
    Li, Xuan
    Chen, Jiahui
    [J]. SENSORS, 2020, 20 (12) : 1 - 12
  • [33] Privacy-Preserving Electricity Theft Detection Based on Blockchain
    Zhao Z.
    Liu Y.
    Zeng Z.
    Chen Z.
    Zhou H.
    [J]. IEEE Transactions on Smart Grid, 2023, 14 (05) : 4047 - 4059
  • [34] Reliable Customized Privacy-Preserving in Fog Computing
    Wang, Xiaodong
    Gu, Bruce
    Qu, Youyang
    Ren, Yongli
    Xiang, Yong
    Gao, Longxiang
    [J]. ICC 2020 - 2020 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2020,
  • [35] Cerberus: Privacy-Preserving Computation in Edge Computing
    Zhang, Dilu
    Fan, Lei
    [J]. IEEE INFOCOM 2020 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2020, : 43 - 49
  • [36] HyperMaze: Towards Privacy-Preserving and Scalable Permissioned Blockchain
    Liu, Wei
    Wan, Zhiguo
    Shao, Jun
    Yu, Yong
    [J]. IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2023, 20 (01) : 360 - 376
  • [37] Privacy-Preserving Mechanism in Smart Home Using Blockchain
    Qashlan, Amjad
    Nanda, Priyadarsi
    He, Xiangjian
    Mohanty, Manoranjan
    [J]. IEEE ACCESS, 2021, 9 : 103651 - 103669
  • [38] Privacy-Preserving Decision-Making Over Blockchain
    Zhang, Jiajie
    Zhang, Bingsheng
    Nastenko, Andrii
    Balogun, Hamed
    Oliynykov, Roman
    [J]. IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2023, 20 (06) : 4648 - 4663
  • [39] PPSS: A Privacy-Preserving Supervision Scheme Based on Blockchain
    Chen, Ming
    Shi, Peichang
    Fu, Xiang
    Jiang, Feng
    Gao, Fei
    Ma, Penghui
    Kong, Jinzhu
    [J]. 2022 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING, ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM, 2022, : 556 - 561
  • [40] Secure Ring Signature Scheme for Privacy-Preserving Blockchain
    Wang, Lin
    Peng, Changgen
    Tan, Weijie
    [J]. ENTROPY, 2023, 25 (09)