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Enabling Proxy-Free Privacy-Preserving and Federated Crowdsourcing by Using Blockchain

机译:通过使用BlockChain,实现免费的隐私保留和联合众包

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摘要

With the rapid development and widespread application of crowdsourcing, the limitations of traditional systems are gradually exposed. First, traditional systems fail to protect the privacy of task requesters and workers. They typically rely on a centralized server to aggregate the task content and workers' interests, while these data contain sensitive information. Second, crowdsourcing resources in each system are isolated. The tasks in one system cannot reach potential workers in other systems. Thus, there is a great need to build a new privacy-preserving and federated crowdsourcing system. However, the existing privacy-preserving solutions rely on a trusted third party to perform key management, which is not applicable in a federated setting. To this end, we propose the first proxy-free privacy-preserving and federated crowdsourcing system. It interconnects the existing crowdsourcing systems and can perform encrypted task matching across various systems without relying on a trusted third-party authority. Our main idea is to achieve federated crowdsourcing by moving secure task matching to the trusted smart contract. To get rid of the dependence on the trusted authority, we combine the rewritable deterministic hashing technique with searchable encryption schemes to achieve secure on-chain task-matching authorization. Moreover, we utilize the puncturable encryption technique to implement secure authorization revocation. We formally analyze the security of our design and implement a prototype on Ethereum. Evaluation results demonstrate that our design is secure and efficient for blockchain-based crowdsourcing.
机译:随着众包的快速发展和广泛应用,传统系统的局限性逐渐暴露。首先,传统系统未能保护任务请求者和工人的隐私。它们通常依赖于集中式服务器来聚合任务内容和工人的兴趣,而这些数据包含敏感信息。其次,隔离每个系统中的众包资源。一个系统中的任务无法达到其他系统的潜在工人。因此,有很大的需要建立一个新的隐私保留和联邦众包系统。但是,现有的隐私保留解决方案依赖于可信第三方执行关键管理,该主管理不适用于联合设置。为此,我们提出了第一个免费的隐私保留和联合众包系统。它互连现有的众包系统,可以在各种系统上执行加密任务匹配,而无需依赖于可信的第三方权限。我们的主要思想是通过将安全的任务匹配与可信智能合同匹配来实现联邦众包。要摆脱对可信任权限的依赖,我们将可重写确定性散列技术与可搜索的加密方案组合,以实现安全的链条任务匹配授权。此外,我们利用致命的加密技术来实现安全授权撤销。我们正式分析了我们设计的安全性,并在以外人身上实现了原型。评估结果表明,我们的设计对于基于区块链的众包是安全和有效的。

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