论文标题

隐私感知代理商的数据策划

Data Curation from Privacy-Aware Agents

论文作者

Shahmoon, Roy, Smorodinsky, Rann, Tennenholtz, Moshe

论文摘要

数据策展人希望从隐私感知的代理商那里收集数据。收集的数据将用于所有代理。策展人可以激励代理人真实地共享他们的数据吗?他可以保证真实的分享将是独特的平衡吗?他可以在这种平衡上提供一些稳定保证吗?我们研究了这些问题的必要条件,可以对这些问题进行积极回答,并通过为策展人的相应数据收集协议对这些结果进行补充。我们的结果解释了对隐私意识概念的广泛解释。

A data curator would like to collect data from privacy-aware agents. The collected data will be used for the benefit of all agents. Can the curator incentivize the agents to share their data truthfully? Can he guarantee that truthful sharing will be the unique equilibrium? Can he provide some stability guarantees on such equilibrium? We study necessary and sufficient conditions for these questions to be answered positively and complement these results with corresponding data collection protocols for the curator. Our results account for a broad interpretation of the notion of privacy awareness.

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