Emergent Models: Machine Learning from Cellular Automata

A novel proposal for building ML models inspired by Turing Machines and Cellular Automata, designed as alternatives to neural networks.

-> PDF in repo files

---

📢 Citation

Kind request: this proposal paper is part of an ongoing research project.
If you use or build upon this work in any form, we kindly ask that you acknowledge and cite it.

This project is open-source and part of an open research initiative —
however, citation is required as part of its usage terms.

@misc{bocchese2025em,
  author       = {Giacomo Bocchese},
  title        = {Machine Learning from Cellular Automata: Emergent Models (EMs) as Alternatives to Neural Networks},
  year         = {2025},
  month        = apr,
  note         = {Proposal, in-progress research paper. Shared April 15, 2025.},
  doi          = {10.55277/ResearchHub.70e8enig},
  howpublished = {\url{https://doi.org/10.55277/ResearchHub.70e8enig}}
}