CryptoDB
Juan Troncoso-Pastoriza
Publications
Year
Venue
Title
2021
EUROCRYPT
Efficient Bootstrapping for Approximate Homomorphic Encryption with Non-Sparse Keys
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Abstract
We present a bootstrapping procedure for the full-RNS variant of the approximate homomorphic-encryption scheme of Cheon et al., CKKS (Asiacrypt 17, SAC 18).
Compared to the previously proposed procedures (Eurocrypt 18 & 19, CT-RSA 20), our bootstrapping procedure is more precise, more efficient (in terms of CPU cost and number of consumed levels), and is more reliable and 128-bit-secure.
Unlike the previous approaches, it does not require the use of sparse secret-keys.
Therefore, to the best of our knowledge, this is the first procedure that enables a highly efficient and precise bootstrapping with a low probability of failure for parameters that are 128-bit-secure under the most recent attacks on sparse R-LWE secrets.
We achieve this efficiency and precision by introducing three novel contributions:
(i) We propose a generic algorithm for homomorphic polynomial-evaluation that takes into account the approximate rescaling and is optimal in level consumption.
(ii) We optimize the key-switch procedure and propose a new technique for linear transformations (double hoisting).
(iii) We propose a systematic approach to parameterize the bootstrapping, including a precise way to assess its failure probability.
We implemented our improvements and bootstrapping procedure in the open-source Lattigo library.
For example, bootstrapping a plaintext in C^32768 takes 18 seconds, has an output coefficient modulus of 505 bits, a mean precision of 19.1 bits, and a failure probability of 2^-15.58.
Hence, we achieve 14.1x improvement in bootstrapped throughput (plaintext-bit per second), with respect to the previous best results, and we have a failure probability 468x smaller and ensure 128-bit security.