基于Ring-LWE的同态加密方案快速评估

Cyrielle Feron, Vianney Lapôtre, Loïc Lagadec
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引用次数: 3

摘要

在评估同态加密(HE)方案时,通常只考虑一组输入参数。评估报告HE方案的时间执行和内存消耗,因为这些是HE的主要挑战。PAnTHErS的原始版本能够在不执行方案的情况下评估HE方案,因此处理时间非常短(< 10秒)。给出了计算复杂度和内存开销方面的结果。这允许对多个输入参数集的方案进行评估。本文通过一个校正阶段对PAnTHErS进行了改进,并使用该工具对基于Ring-LWE的四种HE方案进行了分析和比较。实验结果表明,该方法允许在给定的实现中以平均6%的误差分析HE方案,并且与实际方案执行相比加速高达15倍。
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Fast Evaluation of Homomorphic Encryption Schemes Based on Ring-LWE
When evaluating Homomorphic Encryption (HE) schemes, only one set of input parameters is usually considered. Evaluation reports HE scheme time execution and memory consumption since these are the main challenges of HE. The original version of PAnTHErS enables to evaluate HE schemes without executing the scheme, hence with a very low processing time (< 10 sec). Results are provided in terms of computational complexity and memory cost. This allows to evaluate a scheme for numerous sets of input parameters. In this paper, PAnTHErS is improved by a calibration phase, and four HE schemes based on Ring-LWE are analyzed and compared using the proposed tool. Experimentation results show the approach allows analyses of HE scheme with an average of 6% error for a given implementation with a speedup up to 15× compared to actual scheme executions.
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