This is the PyTorch implementation of TPA-LSTM

Cryptographically secure pseudorandom number generators for PyTorch

Random Number Generator NIST Test Suite framework for python 3.6 - SAILab - University of Siena

Testing PRNGs with RNNs

Encoder and decoder LSTM RNG predictor

An extension of "Predicting Pseudorandom Number Generators", my 2023 AP Research paper. kinda never got around to actually doing this lol

Predict and Backtrack MT19937 PRNG by putting 32 * 624 bits generated numbers. Python "random" standard library uses mt19937, so we can easily crack it.

Predict MT19937 PRNG, from preceding 624 generated numbers. There is a specialization for the "random" of Python standard library.

Pseudo-random number generator using LSTM 🎰

This Python project provides a random number generator that predicts the next number in a sequence. It utilizes various algorithms and libraries, including NumPy, to analyze the provided data and m…

BrAInStocker tries to predict (using Linear Regression) the next number within a series of random numbers.

Android pseudo random number predictor

a better random cracker can predict python random lib number

A tool for predicting the output of random number generators

Code repository for "Machine Learning Predictors for Min-Entropy Estimation" (arXiv:2406.19983). Implements RCNN and GPT-2 models for entropy prediction in RNGs, with data generation, training pipe…

Temporal Pattern Attention for Multivariate Time Series Forecasting

GitHub for the article Pseudo Random Number Generation through Reinforcement Learning and Recurrent Neural Networks (Luca Pasqualini and Maurizio Parton)

Random Number Predictor is a Python project leveraging online learning techniques to continuously enhance a linear regression model. It predicts the next number in a random sequence, adapting and a…

Predicting Random Number With Machine Learning Algorithm

这是我复现的ISGAN网络实现图像的隐写，采用keras框架编写，并且在其基础上加入了混沌加密以对比效果。所有需要的东西都在其中，运行ISGAN代码可以直接下载数据集，因此配置好环境后直接运行即可。

一种新的基于混沌映射的比特级图像加密算法的 python 实现（原论文题目：A novel bit-level image encryption algorithm based on chaotic maps，链接：https://doi.org/10.1016/j.optlaseng.2015.09.007）

基于陈氏超混沌系统和DNA编码的图像加密算法

基于Logistic混沌序列与Arnold置乱的反中间人图像加密系统

华中科技大学 网络空间安全概论（2024秋） 图像加密算法研究与改进