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On (n,k)-Simple Random Integer Lattices.
Gengran Hu1,2
1School of Cyberspace, Hangzhou Dianzi University, Hangzhou 310018, China.
Entropy (Basel, Switzerland)
|June 26, 2026
Summary
This study introduces (n,k)-simple random integer lattices, bridging general lattices and simple Hermite Normal Forms (HNF). A new generation algorithm offers efficient construction for structured random lattices.
Area of Science:
- Number Theory
- Cryptography
- Discrete Mathematics
Background:
- Random integer lattices are crucial in lattice-based cryptography and algorithmic number theory.
- A 2016 model introduced unrestricted random integer lattices, with ~44% found in simple Hermite Normal Form (HNF).
Purpose of the Study:
- To bridge the gap between general random integer lattices and those in simple HNF.
- Introduce the (n,k)-simple random integer lattice model.
- Provide a theoretical and practical framework for structured random lattices.
Main Methods:
- Derivation of the asymptotic counting formula for (n,k)-simple random integer lattices.
- Computation of their density among all integer lattices.
- Development of a generation algorithm using rejection and inverse sampling.
Main Results:
- The asymptotic counting formula and density for (n,k)-simple random integer lattices are derived.
- A generation algorithm with O(n^2) expected running time is proposed.
- The concept of (n,k)-simple lattices provides controlled HNF structures.
Conclusions:
- The (n,k)-simple random integer lattice model effectively bridges existing lattice types.
- The proposed generation algorithm is efficient for practical applications.
- This work establishes a foundation for constructing structured random lattices with specific HNF properties.
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