On (n,k)-Simple Random Integer Lattices

Random integer lattices are fundamental to lattice-based cryptography and algorithmic number theory. A new random integer lattice model, free of any restrictions on the Hermite Normal Form (HNF), was introduced by in 2016. It was also observed that the probability of such a lattice being in a simple HNF form is approximately 44%. In this paper, the gap between general random integer lattices and those in a simple HNF is bridged by introducing the concept of the (n,k)-simple random integer lattice, where the first k diagonal entries of the HNF are fixed to 1. We derive the asymptotic counting formula for such lattices and compute their density among all integer lattices. Furthermore, a generation algorithm for the (n,k)-simple random integer lattice based on rejection sampling and inverse sampling methods are proposed, with the analysis showing that it achieves O(n2) expected running time. This work provides a theoretical foundation and practical toolkit for constructing structured random lattices with controlled HNF forms.

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Publication Details

Journal
Entropy
Published
2026-05-27
DOI
https://doi.org/10.3390/e28060600
Primary Topic
Cryptography and Data Security
Type
article
Field-Weighted Citation Impact
0.00

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article

On (n,k)-Simple Random Integer Lattices

Gengran Hu
Entropy
Cryptography and Data Security
article

On (n,k)-Simple Random Integer Lattices

Gengran Hu
article en

Abstract

Random integer lattices are fundamental to lattice-based cryptography and algorithmic number theory. A new random integer lattice model, free of any restrictions on the Hermite Normal Form (HNF), was introduced by in 2016. It was also observed that the probability of such a lattice being in a simple HNF form is approximately 44%. In this paper, the gap between general random integer lattices and those in a simple HNF is bridged by introducing the concept of the (n,k)-simple random integer lattice, where the first k diagonal entries of the HNF are fixed to 1. We derive the asymptotic counting formula for such lattices and compute their density among all integer lattices. Furthermore, a generation algorithm for the (n,k)-simple random integer lattice based on rejection sampling and inverse sampling methods are proposed, with the analysis showing that it achieves O(n2) expected running time. This work provides a theoretical foundation and practical toolkit for constructing structured random lattices with controlled HNF forms.

EntropyVol. 28(6)
Hangzhou Dianzi University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 5%
Cryptography and Data Security
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