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Accelerating HE Operations from Key Decomposition Technique
- Kim, Miran;
- Lee, Dongwon;
- Seo, Jinyeong;
- Song, Yongsoo
WEB OF SCIENCE
22SCOPUS
27초록
Lattice-based homomorphic encryption (HE) schemes are based on the noisy encryption technique, where plaintexts are masked with some random noise for security. Recent advanced HE schemes rely on a decomposition technique to manage the growth of noise, which involves a conversion of a ciphertext entry into a short vector followed by multiplication with an evaluation key. Prior to this work, the decomposition procedure turns out to be the most time-consuming part, as it requires discrete Fourier transforms (DFTs) over the base ring for efficient polynomial arithmetic. In this paper, an expensive decomposition operation over a large modulus is replaced with relatively cheap operations over a ring of integers with a small bound. Notably, the cost of DFTs is reduced from quadratic to linear with the level of a ciphertext without any extra noise growth. We demonstrate the implication of our approach by applying it to the key-switching procedure. Our experiments show that the new key-switching method achieves a speedup of 1.2–2.3 or 2.1–3.3 times over the previous method, when the dimension of a base ring is 215 or 216, respectively.
키워드
- 제목
- Accelerating HE Operations from Key Decomposition Technique
- 저자
- Kim, Miran; Lee, Dongwon; Seo, Jinyeong; Song, Yongsoo
- 발행일
- 2023-08
- 유형
- Proceedings Paper
- 권
- 14084 LNCS
- 페이지
- 70 ~ 92