Accelerating HE Operations from Key Decomposition Technique

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초록

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

External ProductGadget DecompositionHomomorphic EncryptionCryptographySecurity of dataDiscrete Fourier transformsCiphertextsDecomposition techniqueEncryption operationsEncryption techniqueExternal productGadget decompositionHo-momorphic encryptionsHomomorphic Encryption SchemesHomomorphic-encryptionsLattice-based
제목
Accelerating HE Operations from Key Decomposition Technique
저자
Kim, MiranLee, DongwonSeo, JinyeongSong, Yongsoo
DOI
10.1007/978-3-031-38551-3_3
발행일
2023-08
유형
Proceedings Paper
저널명
Lecture Notes in Computer Science
14084 LNCS
페이지
70 ~ 92