Paper 2022/1403

On the Dual Attack of LWE Schemes in the Presence of Hints

Abstract

Combining theoretical-based traditional attack method with practical-based side-channel attack method provides more accurate security estimations for post-quantum cryptosystems. In CRYPTO 2020, Dachman-Soled et al. integrated hints from side-channel information to the primal attack against LWE schemes. This paper develops a general Fourier analytic framework to work with the dual attack in the presence of hints. Distinguishers that depend on specific geometric properties related to hints are established. The Fourier transform of discretized multivariate conditional Gaussian distribution on $\mathbb{Z}_q^d$ is carefully computed and estimated, some geometric characteristics of the resulting distinguisher are explored and a new model of dual attack is proposed. In our framework, an adversary performs the BKZ algorithm directly in a projected lattice to find short projection components, and then recovers them by MLLL algorithm to make a distinction. This method relies on a reasonable assumption and is backed up by naturally formed mathematical arguments. The improvements and the assumption are validated by experiments. For examples, for a Kyber768 instance, with 200 hints, the blocksize can be reduced by at least 188 and the time complexity can be reduced by a factor of greater than $2^{55}$. After adding 300 hints to a FireSaber instance, even in the worst case, the blocksize drops from 819 to 542, and the cost drops from $2^{255.61}$ to $2^{174.72}$.