遗忘决策程序评价

Salman Niksefat, B. Sadeghiyan, Payman Mohassel
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摘要

在这项研究中,作者设计了一些“遗忘决策计划(DP)评估”问题的有效协议。考虑一个问题的一般形式,其中持有私有输入的客户机与持有私有DP(例如决策树或分支程序)的服务器进行交互,目的是在不了解任何额外信息的情况下评估其在DP上的输入。许多已知的私有数据库查询问题,如对称私有信息检索和私有关键字搜索,都可以表述为该问题的特殊情况。针对这一问题的现有研究大多侧重于优化通信。然而,在某些环境中(得到一些实验研究的支持),性能瓶颈可能是计算而不是通信。在本研究中,我们针对上述一般问题及其一些特殊情况设计了“计算效率高”的协议。除了需要客户端进行一轮的少量工作(在RAM模型中)之外,提议的协议只需要双方进行少量的幂运算(与服务器的输入无关)。从本质上讲,所提出的结构是上述问题的有效和黑盒化简到1-out- 2遗忘转移。在标准的理想/现实世界模拟范例中,证明了所提出的协议对“恶意”对手的安全(私有)。
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Oblivious decision program evaluation
In this study, the authors design efficient protocols for a number of `oblivious decision program (DP) evaluation' problems. Consider a general form of the problem where a client who holds a private input interacts with a server who holds a private DP (e.g. a decision tree or a branching program) with the goal of evaluating his input on the DP without learning any additional information. Many known private database query problems such as symmetric private information retrieval and private keyword search can be formulated as special cases of this problem. Most of the existing works on the same problem focus on optimising communication. However, in some environments (supported by a few experimental studies), it is the computation and not the communication that may be the performance bottleneck. In this study, we design `computationally efficient' protocols for the above general problem, and a few of its special cases. In addition to being one-round and requiring a small amount of work by the client (in the RAM model), the proposed protocols only require a small number of exponentiations (independent of the server's input) by both parties. The proposed constructions are, in essence, efficient and black-box reductions of the above problem to 1-out-of-2 oblivious transfer. It is proved that the proposed protocols secure (private) against `malicious' adversaries in the standard ideal/real-world simulation-based paradigm.
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