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Article

On (n,k)-Simple Random Integer Lattices

1
School of Cyberspace, Hangzhou Dianzi University, Hangzhou 310018, China
2
Zhejiang Provincial Key Laboratory of Sensitive Data Security and Confidentiality Governance, Hangzhou Dianzi University, Hangzhou 310018, China
Entropy 2026, 28(6), 600; https://doi.org/10.3390/e28060600
Submission received: 1 April 2026 / Revised: 26 May 2026 / Accepted: 26 May 2026 / Published: 27 May 2026

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.
Keywords: (n,k)-simple; HNF; random integer lattice; rejection sampling method (n,k)-simple; HNF; random integer lattice; rejection sampling method

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MDPI and ACS Style

Hu, G. On (n,k)-Simple Random Integer Lattices. Entropy 2026, 28, 600. https://doi.org/10.3390/e28060600

AMA Style

Hu G. On (n,k)-Simple Random Integer Lattices. Entropy. 2026; 28(6):600. https://doi.org/10.3390/e28060600

Chicago/Turabian Style

Hu, Gengran. 2026. "On (n,k)-Simple Random Integer Lattices" Entropy 28, no. 6: 600. https://doi.org/10.3390/e28060600

APA Style

Hu, G. (2026). On (n,k)-Simple Random Integer Lattices. Entropy, 28(6), 600. https://doi.org/10.3390/e28060600

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