CryptoDB
Barry van Leeuwen
Publications
Year
Venue
Title
2023
ASIACRYPT
Amortized bootstrapping revisited: Simpler, asymptotically-faster, implemented
Abstract
Micciancio and Sorrel (ICALP 2018) proposed a bootstrapping algorithm
that can refresh many messages at once with sublinearly many homomorphic
operations per message.
However, despite the attractive asymptotic cost,
it is unclear if their algorithm could ever be practical,
which reduces the impact of their results.
In this work, we follow their general framework,
but propose an amortized bootstrapping procedure that is
conceptually simpler and asymptotically cheaper.
We reduce the number of homomorphic operations per refreshed message from
$O(3^\rho \cdot n^{1/\rho} \cdot \log n)$ to
$O(\rho \cdot n^{1/\rho})$,
and the noise overhead from
$\tilde{O}(n^{2 + 3 \cdot \rho})$
to $\tilde{O}(n^{1 + \rho})$.
We also make it more general, by handling non-binary messages and applying
programmable bootstrapping.
To obtain a concrete instantiation of our bootstrapping algorithm,
we describe a double-CRT (aka RNS) version of the GSW scheme, including a
new operation, called \emph{shrinking}, used to speed-up homomorphic
operations by reducing the dimension and ciphertext modulus of the
ciphertexts.
We also provide a C++ implementation of our algorithm,
thus showing for the first time the practicability of the amortized
bootstrapping.
Moreover, it is competitive with existing bootstrapping
algorithms, being even around 3.4 times faster than an equivalent
non-amortized version of our bootstrapping.
Coauthors
- Antonio Guimarães (1)
- Hilder V. L. Pereira (1)
- Barry van Leeuwen (1)