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In this paper, we consider a pseudo-random generator based on the difficulty of the syndrome decoding problem for rank metric codes. We also study the resistance of this problem against a quantum computer. Our results show that with rank…

密码学与安全 · 计算机科学 2016-03-17 Philippe Gaborit , Adrien Hauteville , Jean-Pierre Tillich

This paper explores the development and viability of an alternative pseudorandom number generator (PRNG) that leverages the chaotic dynamics of multiple pendulum systems. Some traditional PRNGs, notably the one implemented in the…

密码学与安全 · 计算机科学 2024-04-29 Matthew Sigit

Emergence of stochastic simulations as an extensively used computational tool for scientific purposes intensified the need for more accurate ways of generating sufficiently long sequences of uncorrelated random numbers. Even though several…

数学软件 · 计算机科学 2014-08-14 Ayse Ferhan Yesil , M. Cemal Yalabik

In this note, we give a practical solution to the problem of determining the maximal period of matrix generators of pseudo-random numbers which are based on an integer-valued unimodular matrix of size NxN known as MIXMAX and arithmetic…

高能物理 - 格点 · 物理学 2016-05-04 Konstantin G. Savvidy

Perpendicular magnetic tunnel junctions (pMTJs) actuated by nanosecond pulses are emerging as promising devices for true random number generation (TRNG) due to their intrinsic stochastic behavior and high throughput. In this work, we study…

应用物理 · 物理学 2025-06-23 Ahmed Sidi El Valli , Michael Tsao , J. Darby Smith , Shashank Misra , Andrew D. Kent

The paper develops techniques in order to construct computer programs, pseudorandom number generators (PRNG), that produce uniformly distributed sequences. The paper exploits an approach that treats standard processor instructions…

动力系统 · 数学 2011-11-15 Vladimir Anashin

Generating random variates from high-dimensional distributions is often done approximately using Markov chain Monte Carlo. In certain cases, perfect simulation algorithms exist that allow one to draw exactly from the stationary…

数据结构与算法 · 计算机科学 2017-01-05 Mark Huber

The future of high-performance computing is aligning itself towards the efficient use of highly parallel computing environments. One application where the use of massive parallelism comes instinctively is Monte Carlo simulations, where a…

分布式、并行与集群计算 · 计算机科学 2011-01-11 S. Hissoiny , P. Després , B. Ozell

We discuss the current state of the art of Quantum Random Number Generators (QRNG) and their possible applications in the search for quantum advantages. To this aim, we first discuss a possible way of benchmarking QRNG by applying them to…

In this work, we argue that the implications of Pseudo and Quantum Random Number Generators (PRNG and QRNG) inexplicably affect the performances and behaviours of various machine learning models that require a random input. These…

机器学习 · 计算机科学 2019-10-11 Jordan J. Bird , Anikó Ekárt , Diego R. Faria

We study random number generators (RNGs), both in the fixed to variable-length (FVR) and the variable to fixed-length (VFR) regimes, in a universal setting in which the input is a finite memory source of arbitrary order and unknown…

信息论 · 计算机科学 2015-03-12 Gadiel Seroussi , Marcelo J. Weinberger

In the quantum Monte Carlo (QMC) method, the Pseudo-Random Number Generator (PRNG) plays a crucial role in determining the computation time. However, the hidden structure of the PRNG may lead to serious issues such as the breakdown of the…

强关联电子 · 物理学 2024-03-12 Dong-Xu Liu , Wei Xu , Xue-Feng Zhang

One of the key requirement of many schemes is that of random numbers. Sequence of random numbers are used at several stages of a standard cryptographic protocol. A simple example is of a Vernam cipher, where a string of random numbers is…

计算物理 · 物理学 2015-10-06 Ram Soorat , Madhuri K. , Ashok Vudayagiri

It is well-known that the quality of random number generators can often be improved by combining several generators, e.g. by summing or subtracting their results. In this paper we investigate the ratio of two random number generators as an…

其他计算机科学 · 计算机科学 2016-12-23 Michael Kolonko , Zijun Wu , Feng Gu

Random number generators (RNG) based on quantum mechanics are captivating due to their security and unpredictability compared to conventional generators, such as pseudo-random number generators and hardware-random number generators. This…

Random number generation is an important task in a wide variety of critical applications including cryptographic algorithms, scientific simulations, and industrial testing tools. True Random Number Generators (TRNGs) produce truly random…

硬件体系结构 · 计算机科学 2022-06-07 F. Nisa Bostancı , Ataberk Olgun , Lois Orosa , A. Giray Yağlıkçı , Jeremie S. Kim , Hasan Hassan , Oğuz Ergin , Onur Mutlu

Pseudo-random number generators (PRNG) are a fundamental element of many security algorithms. We introduce a novel approach to their implementation, by proposing the use of generative adversarial networks (GAN) to train a neural network to…

机器学习 · 计算机科学 2018-10-02 Marcello De Bernardi , MHR Khouzani , Pasquale Malacaria

The permutation groups of cyclic codes are widely applicable in determining the weight distribution of codes, decoding theory and various other areas. In this paper, by employing two distinct matrix representations, we can relate cyclic…

信息论 · 计算机科学 2026-05-26 Junjie Huang , Jicheng Ma , Chang-An Zhao

Ideal quantum random number generators (QRNGs) can produce algorithmically random and thus incomputable sequences, in contrast to pseudo-random number generators. However, the verification of the presence of algorithmic randomness and…

量子物理 · 物理学 2021-01-06 John T. Kavulich , Brennan P. Van Deren , Maximilian Schlosshauer

Random numbers are central to cryptography and various other tasks. The intrinsic probabilistic nature of quantum mechanics has allowed us to construct a large number of quantum random number generators (QRNGs) that are distinct from the…

量子物理 · 物理学 2023-12-21 Vaisakh Mannalath , Sandeep Mishra , Anirban Pathak