2 papers
cs.PF2025
The influence of the random numbers quality on the results in stochastic simulations and machine learning
Benjamin A. Antunes
Pseudorandom number generators (PRNGs) are ubiquitous in stochastic simulations and machine learning (ML), where they drive sampling, parameter initialization, regularization, and…
cs.OH2025
Statistical Quality and Reproducibility of Pseudorandom Number Generators in Machine Learning technologies
Benjamin A. Antunes
Machine learning (ML) frameworks rely heavily on pseudorandom number generators (PRNGs) for tasks such as data shuffling, weight initialization, dropout, and optimization. Yet, the…