Paper 2024/314 Original: eprint.iacr.org/2024/314 ↗

Exploring the Advantages and Challenges of Fermat NTT in FHE Acceleration

Andrey Kim
Ahmet Can Mert
Anisha Mukherjee
Aikata Aikata
Maxim Deryabin
Sunmin Kwon
HyungChul Kang
Sujoy Sinha Roy
Abstract

Recognizing the importance of a fast and resource-efficient polynomial multiplication in homomorphic encryption, in this paper, we design a multiplier-less number theoretic transform using a Fermat number as an auxiliary modulus. To make this algorithm scalable with the degree of polynomial, we apply a univariate to multivariate polynomial ring transformation. We develop an accelerator architecture for fully homomorphic encryption using these algorithmic techniques for efficient multivariate polynomial multiplication. For practical homomorphic encryption application benchmarks, the hardware accelerator achieves a 1,200$\times$ speed-up compared to software implementations. Finally, we conclude the paper by discussing the advantages and limitations of the proposed polynomial multiplication method.

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Publication info
Preprint.
History
2024-11-07: last updated
2024-02-23: published
Short URL
https://ia.cr/2024/314
License
https://creativecommons.org/licenses/by/4.0/

BibTeX

@misc{cryptoeprint:2024/314,
      author = {Andrey Kim and Ahmet Can Mert and Anisha Mukherjee and Aikata Aikata and Maxim Deryabin and Sunmin Kwon and HyungChul Kang and Sujoy Sinha Roy},
      title = {Exploring the Advantages and Challenges of Fermat NTT in FHE Acceleration},
      howpublished = {Cryptology {ePrint} Archive, Paper 2024/314},
      year = {2024},
      url = {https://eprint.iacr.org/2024/314}
}
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