The Ducas–Micciancio (DM) and Chilotti–Gama–Georgieva–Izabachène (CGGI) cryptosystems provide a general privacy-preserving computation capability. These fully homomorphic encryption (FHE) cryptosystems can evaluate an arbitrary function expressed as a general look-up table (LUT) via the method of functional bootstrapping. The main limitation of DM/CGGI functional bootstrapping is its efficiency because this procedure has to bootstrap every encrypted number separately. A different bootstrapping approach, based on the Cheon–Kim–Kim–Song (CKKS) FHE scheme, can achieve much smaller amortized time due to its ability to bootstrap many thousands of numbers at once. However, CKKS does not currently provide a functional bootstrapping capability that can evaluate a general LUT. An open research question is whether such capability can be efficiently constructed. We give a positive answer to this question by proposing and implementing a general functional bootstrapping method based on CKKS-style bootstrapping. We devise a theoretical toolkit for evaluating an arbitrary function using the theory of trigonometric Hermite interpolations, which provides control over noise reduction during functional bootstrapping. Our experimental results for 8-bit LUT evaluation show that the proposed method achieves the amortized time of 0.72 ms, which is three orders of magnitude faster than the DM/CGGI approach and 6.8x faster than (a more restrictive) amortized functional bootstrapping method based on the Brakerski/Fan-Vercauteren (BFV) FHE scheme.

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

General Functional Bootstrapping Using CKKS

  • Andreea Alexandru,
  • Andrey Kim,
  • Yuriy Polyakov

摘要

The Ducas–Micciancio (DM) and Chilotti–Gama–Georgieva–Izabachène (CGGI) cryptosystems provide a general privacy-preserving computation capability. These fully homomorphic encryption (FHE) cryptosystems can evaluate an arbitrary function expressed as a general look-up table (LUT) via the method of functional bootstrapping. The main limitation of DM/CGGI functional bootstrapping is its efficiency because this procedure has to bootstrap every encrypted number separately. A different bootstrapping approach, based on the Cheon–Kim–Kim–Song (CKKS) FHE scheme, can achieve much smaller amortized time due to its ability to bootstrap many thousands of numbers at once. However, CKKS does not currently provide a functional bootstrapping capability that can evaluate a general LUT. An open research question is whether such capability can be efficiently constructed. We give a positive answer to this question by proposing and implementing a general functional bootstrapping method based on CKKS-style bootstrapping. We devise a theoretical toolkit for evaluating an arbitrary function using the theory of trigonometric Hermite interpolations, which provides control over noise reduction during functional bootstrapping. Our experimental results for 8-bit LUT evaluation show that the proposed method achieves the amortized time of 0.72 ms, which is three orders of magnitude faster than the DM/CGGI approach and 6.8x faster than (a more restrictive) amortized functional bootstrapping method based on the Brakerski/Fan-Vercauteren (BFV) FHE scheme.