An Introduction and Tutorial of the Beagle Framework

Ilya Basin; Nathan Haut; Wolfgang Banzhaf

An Introduction and Tutorial of the Beagle Framework

Neural and Evolutionary Computing 2026-07-07 v1

Authors: Ilya Basin , Nathan Haut , Wolfgang Banzhaf

Abstract

The Beagle framework is a GPU-based genetic programming framework that enables highly efficient genetic programming search using large population sizes by leveraging NVIDIA GPUs. This technical guide provides an introduction to the Beagle framework and provides detailed instructions for using the framework for symbolic regression problems.

Cite

@article{arxiv.2607.06731,
  title  = {An Introduction and Tutorial of the Beagle Framework},
  author = {Ilya Basin and Nathan Haut and Wolfgang Banzhaf},
  journal= {arXiv preprint arXiv:2607.06731},
  year   = {2026}
}

Comments

Companion to the Beagle tutorial at GECCO